author-stat.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/papers_2017_balanced.pickle', 'rb') as f:\n",
    "    papers_2017 = pickle.load(f)\n",
    "with open('data/papers_2018_balanced.pickle', 'rb') as f:\n",
    "    papers_2018 = pickle.load(f)\n",
    "with open('data/papers_2019_balanced.pickle', 'rb') as f:\n",
    "    papers_2019 = pickle.load(f)\n",
    "with open('data/papers_2020_balanced.pickle', 'rb') as f:\n",
    "    papers_2020 = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. **Authors stats RISHI**\n",
    "Authors with max accepted/rejected papers and max accepted/submitted and rejected/submitted ratio\n",
    " accepted/rejected papers in consecutive years  (same trend, sorted by freq)\n",
    "EG: Reject in 2018 and 2019 or Accept in 2017 and 2018 and 2019\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = papers_2020\n",
    "all_author={}\n",
    "\n",
    "for key in data.keys():\n",
    "    for author in data[key]['content']['authors']:\n",
    "        if author in all_author.keys():\n",
    "            all_author[author]+=1\n",
    "        else:\n",
    "            all_author[author] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Top 5 Authors in Across The Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_author = {k: v for k, v in sorted(all_author.items(), key=lambda item: item[1], reverse=True)}\n",
    "with open('data/topAuthors2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(all_author, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = papers_2020\n",
    "accepted_author = {}\n",
    "rejected_author = {}\n",
    "\n",
    "for key in data.keys():\n",
    "    if data[key]['DECISIONS']['decision']['content']['decision'] == 'Reject':\n",
    "        for author in data[key]['content']['authors']:\n",
    "            if author in rejected_author.keys():\n",
    "                rejected_author[author]+=1\n",
    "            else:\n",
    "                rejected_author[author] = 1\n",
    "    else:\n",
    "        for author in data[key]['content']['authors']:\n",
    "            if author in accepted_author.keys():\n",
    "                accepted_author[author]+=1\n",
    "            else:\n",
    "                accepted_author[author] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "accepted_author = {k: v for k, v in sorted(accepted_author.items(), key=lambda item: item[1], reverse=True)}\n",
    "rejected_author = {k: v for k, v in sorted(rejected_author.items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Sergey Levine': 13,\n",
       " 'Le Song': 7,\n",
       " 'Jun Zhu': 7,\n",
       " 'Cho-Jui Hsieh': 6,\n",
       " 'Jimmy Ba': 6,\n",
       " 'Liwei Wang': 6,\n",
       " 'Pushmeet Kohli': 6,\n",
       " 'Martin Jaggi': 5,\n",
       " 'Chelsea Finn': 5,\n",
       " 'Abhinav Gupta': 5,\n",
       " 'Yoshua Bengio': 5,\n",
       " 'Sanjiv Kumar': 5,\n",
       " 'Max Welling': 5,\n",
       " 'Quanquan Gu': 4,\n",
       " 'Zhangyang Wang': 4,\n",
       " 'Jiashi Feng': 4,\n",
       " 'Ruslan Salakhutdinov': 4,\n",
       " 'Deva Ramanan': 4,\n",
       " 'Anirudh Goyal': 4,\n",
       " 'Graham Neubig': 4,\n",
       " 'Bo Li': 4,\n",
       " 'Richard Socher': 4,\n",
       " 'Mingyuan Zhou': 4,\n",
       " 'Zhiyuan Li': 4,\n",
       " 'Jiatao Gu': 4,\n",
       " 'Eunho Yang': 4,\n",
       " 'Sung Ju Hwang': 4,\n",
       " 'Frank Hutter': 4,\n",
       " 'Tom Goldstein': 4,\n",
       " 'Xinyun Chen': 3,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'Honglak Lee': 3,\n",
       " 'Pin-Yu Chen': 3,\n",
       " 'Lihong Li': 3,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Kyunghyun Cho': 3,\n",
       " 'Ian Osband': 3,\n",
       " 'Dina Katabi': 3,\n",
       " 'Taiji Suzuki': 3,\n",
       " 'Matthew Botvinick': 3,\n",
       " 'Charles Blundell': 3,\n",
       " 'Nicolas Heess': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Stefano Soatto': 3,\n",
       " 'Samy Bengio': 3,\n",
       " 'Chuang Gan': 3,\n",
       " 'Jiajun Wu': 3,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Chongjie Zhang': 3,\n",
       " 'Xinshi Chen': 3,\n",
       " 'Yuanhao Wang': 3,\n",
       " 'Charles Sutton': 3,\n",
       " 'Sashank Reddi': 3,\n",
       " 'Timothy Lillicrap': 3,\n",
       " 'Jure Leskovec': 3,\n",
       " 'Huan Zhang': 3,\n",
       " 'Sven Gowal': 3,\n",
       " 'Krishnamurthy (Dj) Dvijotham': 3,\n",
       " 'Martha White': 3,\n",
       " 'Zhuoran Yang': 3,\n",
       " 'Zhaoran Wang': 3,\n",
       " 'Stephan Günnemann': 3,\n",
       " 'Wei Wang': 3,\n",
       " 'Lior Wolf': 3,\n",
       " 'Vladlen Koltun': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Abbas Abdolmaleki': 3,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Chen Zhu': 3,\n",
       " 'Katja Hofmann': 3,\n",
       " 'Jonathan Masci': 3,\n",
       " 'Xiao Wang': 3,\n",
       " 'Razvan Pascanu': 3,\n",
       " 'Simon S. Du': 3,\n",
       " 'Xingyou Song': 3,\n",
       " 'Percy Liang': 3,\n",
       " 'Stefano Ermon': 3,\n",
       " 'Saurabh Gupta': 3,\n",
       " 'Kevin Swersky': 3,\n",
       " 'Mohammad Norouzi': 3,\n",
       " 'Martin Vechev': 3,\n",
       " 'Hwee Kuan Lee': 2,\n",
       " 'Mihaela van der Schaar': 2,\n",
       " 'Ke Wang': 2,\n",
       " 'Fengxiang He': 2,\n",
       " 'Dacheng Tao': 2,\n",
       " 'Christopher Ré': 2,\n",
       " 'Sergei Popov': 2,\n",
       " 'Artem Babenko': 2,\n",
       " 'Junzhou Huang': 2,\n",
       " 'Weinan Zhang': 2,\n",
       " 'Jian Tang': 2,\n",
       " 'Xiaojie Jin': 2,\n",
       " 'Jianchao Yang': 2,\n",
       " 'Tengyu Ma': 2,\n",
       " 'Bo Dai*': 2,\n",
       " 'Colin Raffel': 2,\n",
       " 'Mohamed Elhoseiny': 2,\n",
       " 'Dumitru Erhan': 2,\n",
       " 'Qing Qu': 2,\n",
       " 'Yuqian Zhang': 2,\n",
       " 'Marcus Rohrbach': 2,\n",
       " 'Tao Lin': 2,\n",
       " 'Sebastian U. Stich': 2,\n",
       " 'George Konidaris': 2,\n",
       " 'Phillip Isola': 2,\n",
       " 'Andre Saraiva': 2,\n",
       " 'Benjamin Van Roy': 2,\n",
       " 'Sanja Fidler': 2,\n",
       " 'Joern-Henrik Jacobsen': 2,\n",
       " 'Will Grathwohl': 2,\n",
       " \"Marc'Aurelio Ranzato\": 2,\n",
       " 'Adrià Puigdomènech Badia': 2,\n",
       " 'Yinlam Chow': 2,\n",
       " 'Siqi Liu': 2,\n",
       " 'Edward Hughes': 2,\n",
       " 'Zhe Wang': 2,\n",
       " 'Thore Graepel': 2,\n",
       " 'Rohit Girdhar': 2,\n",
       " 'Avinash Ravichandran': 2,\n",
       " 'Ignasi Clavera': 2,\n",
       " 'Pieter Abbeel': 2,\n",
       " 'Oriol Vinyals': 2,\n",
       " 'William Yang Wang': 2,\n",
       " 'Joan Bruna': 2,\n",
       " 'Jiachen Yang': 2,\n",
       " 'William W. Cohen': 2,\n",
       " 'Ziwei Ji': 2,\n",
       " 'Matus Telgarsky': 2,\n",
       " 'Sae-Young Chung': 2,\n",
       " 'Joshua B. Tenenbaum': 2,\n",
       " 'Tonghan Wang*': 2,\n",
       " 'Jianhao Wang*': 2,\n",
       " 'Yi Wu': 2,\n",
       " 'Mingrui Liu': 2,\n",
       " 'Wei Zhang': 2,\n",
       " 'Payel Das': 2,\n",
       " 'Tianbao Yang': 2,\n",
       " 'Kilian Q. Weinberger': 2,\n",
       " 'Christopher J. Pal': 2,\n",
       " 'Yuan Yang': 2,\n",
       " 'Yuan Qi': 2,\n",
       " 'Ahmad Beirami': 2,\n",
       " 'Sameer Singh': 2,\n",
       " 'Jinwoo Shin': 2,\n",
       " 'Guang-He Lee': 2,\n",
       " 'Guodong Zhang': 2,\n",
       " 'Yi Yang': 2,\n",
       " 'Augustus Odena': 2,\n",
       " 'Yedid Hoshen': 2,\n",
       " 'Raia Hadsell': 2,\n",
       " 'Jack Rae': 2,\n",
       " 'Simon Osindero': 2,\n",
       " 'Weihua Hu*': 2,\n",
       " 'Di He': 2,\n",
       " 'Pradeep Ravikumar': 2,\n",
       " 'Kristian Hartikainen': 2,\n",
       " 'Vikash Kumar': 2,\n",
       " 'Mikhail Yurochkin': 2,\n",
       " 'Yuekai Sun': 2,\n",
       " 'Robert Stanforth': 2,\n",
       " 'J. Zico Kolter': 2,\n",
       " 'Yangchen Pan': 2,\n",
       " 'Joelle Pineau': 2,\n",
       " 'Yan Liu': 2,\n",
       " 'Jian Zhang': 2,\n",
       " 'Xiaoyu Chen': 2,\n",
       " 'Lingxiao Wang': 2,\n",
       " 'Qian Zhang': 2,\n",
       " 'Yuan Li': 2,\n",
       " 'Jianshu Chen': 2,\n",
       " 'Dan Feldman': 2,\n",
       " 'Yisen Wang': 2,\n",
       " 'Difan Zou': 2,\n",
       " 'James Bailey': 2,\n",
       " 'Xingjun Ma': 2,\n",
       " 'Marlos C. Machado': 2,\n",
       " 'Kristian Kersting': 2,\n",
       " 'Nils Thuerey': 2,\n",
       " 'Zhiru Zhang': 2,\n",
       " 'Qiang Liu': 2,\n",
       " 'Michael Tschannen': 2,\n",
       " 'Josip Djolonga': 2,\n",
       " 'Thomas Goldstein': 2,\n",
       " 'Yiming Yang': 2,\n",
       " 'Kamil Ciosek': 2,\n",
       " 'Yuexiang Zhai': 2,\n",
       " 'Wei Hu': 2,\n",
       " 'Lechao Xiao': 2,\n",
       " 'Vitor Guizilini': 2,\n",
       " 'Rares Ambrus': 2,\n",
       " 'Tuo Zhao': 2,\n",
       " 'Jonathan Gordon': 2,\n",
       " 'Richard E. Turner': 2,\n",
       " 'Furu Wei': 2,\n",
       " 'Ming Zhou': 2,\n",
       " 'Andrew Lampinen': 2,\n",
       " 'Adam Santoro': 2,\n",
       " 'Shimon Whiteson': 2,\n",
       " 'Steven Kapturowski': 2,\n",
       " 'Martin Arjovsky': 2,\n",
       " 'Andrew Ilyas': 2,\n",
       " 'Logan Engstrom': 2,\n",
       " 'Shibani Santurkar': 2,\n",
       " 'Dimitris Tsipras': 2,\n",
       " 'Firdaus Janoos': 2,\n",
       " 'Larry Rudolph': 2,\n",
       " 'Aleksander Madry': 2,\n",
       " 'Junxian He': 2,\n",
       " 'Junkyung Kim*': 2,\n",
       " 'Drew Linsley*': 2,\n",
       " 'Thomas Serre': 2,\n",
       " 'Song Han': 2,\n",
       " 'Ruosong Wang': 2,\n",
       " 'Jianfeng Gao': 2,\n",
       " 'Lawrence Carin': 2,\n",
       " 'Andreas Loukas': 2,\n",
       " 'Tijmen Blankevoort': 2,\n",
       " 'Siddhant M. Jayakumar': 2,\n",
       " 'Wojciech M. Czarnecki': 2,\n",
       " 'Jonathan Schwarz': 2,\n",
       " 'Yee Whye Teh': 2,\n",
       " 'Yilun Du': 2,\n",
       " 'Behnam Neyshabur': 2,\n",
       " 'Mathieu Salzmann': 2,\n",
       " 'Ozan Sener': 2,\n",
       " 'Daniel Soudry': 2,\n",
       " 'Armand Joulin': 2,\n",
       " 'George Tucker': 2,\n",
       " 'Qiuyi Zhang': 2,\n",
       " 'Hannaneh Hajishirzi': 2,\n",
       " 'David P. Woodruff': 2,\n",
       " 'Wei Wu': 2,\n",
       " 'Junjie Yan': 2,\n",
       " 'Gunhee Kim': 2,\n",
       " 'Haotao Wang': 2,\n",
       " 'Tianlong Chen': 2,\n",
       " 'Jun Wang': 2,\n",
       " 'Yichi Zhou': 2,\n",
       " 'Jialian Li': 2,\n",
       " 'Changyou Chen': 2,\n",
       " 'Zuchao Li': 2,\n",
       " 'Rui Wang': 2,\n",
       " 'Kehai Chen': 2,\n",
       " 'Eiichiro Sumita': 2,\n",
       " 'Zhuosheng Zhang': 2,\n",
       " 'Hai Zhao': 2,\n",
       " 'Dan Roth': 2,\n",
       " 'Kun Xu': 2,\n",
       " 'Chao Du': 2,\n",
       " 'Yarin Gal': 2,\n",
       " 'Xiang Ren': 2,\n",
       " 'Michael Auli': 2,\n",
       " 'Srinadh Bhojanapalli': 2,\n",
       " 'Ankit Singh Rawat': 2,\n",
       " 'Tianshu Yu': 2,\n",
       " 'Baoxin Li': 2,\n",
       " 'Rui Shu': 2,\n",
       " 'Tim Rocktäschel': 2,\n",
       " 'Daniela Rus': 2,\n",
       " 'Philip M. Long': 2,\n",
       " 'Ming-Hsuan Yang': 2,\n",
       " 'Ting Chen': 2,\n",
       " 'Jian Li': 2,\n",
       " 'Steven C.H. Hoi': 2,\n",
       " 'Hugo Larochelle': 2,\n",
       " 'Eric Jang': 2,\n",
       " 'David Duvenaud': 2,\n",
       " 'Nir Levine': 2,\n",
       " 'Binghong Chen': 2,\n",
       " 'Han Liu': 2,\n",
       " 'Yang Liu': 2,\n",
       " 'Hao Zhou': 2,\n",
       " 'Lei Li': 2,\n",
       " 'Edouard Grave': 2,\n",
       " 'Hae Beom Lee': 2,\n",
       " 'Saehoon Kim': 2,\n",
       " 'Thomas Brox': 2,\n",
       " 'Karol Hausman': 2,\n",
       " 'Jason Weston': 2,\n",
       " 'Arber Zela': 2,\n",
       " 'Nasim Rahaman': 2,\n",
       " 'Xizhou Zhu': 2,\n",
       " 'Jifeng Dai': 2,\n",
       " 'Asano YM.': 2,\n",
       " 'Rupprecht C.': 2,\n",
       " 'Vedaldi A.': 2,\n",
       " 'Jiaming Song': 2,\n",
       " 'Alan Yuille': 2,\n",
       " 'Chuanbiao Song': 2,\n",
       " 'Kun He': 2,\n",
       " 'Jiadong Lin': 2,\n",
       " 'John E. Hopcroft': 2,\n",
       " 'Quanshi Zhang': 2,\n",
       " 'Hanie Sedghi': 2,\n",
       " 'Lukas Prantl': 2,\n",
       " 'Yuandong Tian': 2,\n",
       " 'Ari S. Morcos': 2,\n",
       " 'Hao Su': 2,\n",
       " 'Han Zhang': 2,\n",
       " 'Zizhao Zhang': 2,\n",
       " 'Soheil Kolouri': 2,\n",
       " 'Jindong Jiang': 2,\n",
       " 'Sungjin Ahn': 2,\n",
       " 'Aidan Clark': 2,\n",
       " 'Hubert Soyer': 2,\n",
       " 'Jack W. Rae': 2,\n",
       " 'Dilip Krishnan': 2,\n",
       " 'Markus Rabe': 2,\n",
       " 'Irina Higgins': 2,\n",
       " 'Nikita Kitaev': 2,\n",
       " 'Hung Le': 2,\n",
       " 'Osbert Bastani': 2,\n",
       " 'Yunzhu Li': 2,\n",
       " 'Shubham Tulsiani': 2,\n",
       " 'Hao Zhang': 2,\n",
       " 'Guillaume Obozinski': 2,\n",
       " 'Tameem Adel': 2,\n",
       " 'Han Zhao': 2,\n",
       " 'Ali Shafahi': 2,\n",
       " 'Amin Ghiasi': 2,\n",
       " 'Jonathan Frankle': 2,\n",
       " 'Ari Holtzman': 2,\n",
       " 'Yejin Choi': 2,\n",
       " 'Weijie Su': 2,\n",
       " 'Truyen Tran': 2,\n",
       " 'William Fedus': 2,\n",
       " 'Zhongyu Wei': 2,\n",
       " 'Denny Zhou': 2,\n",
       " 'Dawn Song': 2,\n",
       " 'Matthias Hein': 2,\n",
       " 'Dingli Yu': 2,\n",
       " 'Sanjeev Arora': 2,\n",
       " 'Tong Zhang': 2,\n",
       " 'Joseph J. Lim': 2,\n",
       " 'Marco Gallieri': 2,\n",
       " 'Tristan Deleu': 2,\n",
       " 'Simon Lacoste-Julien': 2,\n",
       " 'Lu Wang': 1,\n",
       " 'Yizhe Hang': 1,\n",
       " 'Heng Ge': 1,\n",
       " 'Mustafa Umit Oner': 1,\n",
       " 'Wing-Kin Sung': 1,\n",
       " 'Fangzhou Mu': 1,\n",
       " 'Yingyu Liang': 1,\n",
       " 'Yin Li': 1,\n",
       " 'Daniel Jarrett': 1,\n",
       " 'Anastasia Koloskova*': 1,\n",
       " 'Tao Lin*': 1,\n",
       " 'Sebastian U Stich': 1,\n",
       " 'Daniel Ruffinelli': 1,\n",
       " 'Samuel Broscheit': 1,\n",
       " 'Rainer Gemulla': 1,\n",
       " 'Pan Xu': 1,\n",
       " 'Felicia Gao': 1,\n",
       " 'Leshem Choshen': 1,\n",
       " 'Lior Fox': 1,\n",
       " 'Zohar Aizenbud': 1,\n",
       " 'Omri Abend': 1,\n",
       " 'Elizabeth Dinella': 1,\n",
       " 'Hanjun Dai': 1,\n",
       " 'Ziyang Li': 1,\n",
       " 'Mayur Naik': 1,\n",
       " 'Alvin Chan': 1,\n",
       " 'Yi Tay': 1,\n",
       " 'Yew Soon Ong': 1,\n",
       " 'Jie Fu': 1,\n",
       " 'Sungryull Sohn': 1,\n",
       " 'Hyunjae Woo': 1,\n",
       " 'Jongwook Choi': 1,\n",
       " 'Bohan Wang': 1,\n",
       " 'Sen Wu': 1,\n",
       " 'Hongyang Zhang': 1,\n",
       " 'Anton Sinitsin': 1,\n",
       " 'Vsevolod Plokhotnyuk': 1,\n",
       " 'Dmitry Pyrkin': 1,\n",
       " 'Dongze Lian': 1,\n",
       " 'Yin Zheng': 1,\n",
       " 'Yintao Xu': 1,\n",
       " 'Yanxiong Lu': 1,\n",
       " 'Leyu Lin': 1,\n",
       " 'Peilin Zhao': 1,\n",
       " 'Shenghua Gao': 1,\n",
       " 'Haoran You': 1,\n",
       " 'Chaojian Li': 1,\n",
       " 'Pengfei Xu': 1,\n",
       " 'Yonggan Fu': 1,\n",
       " 'Yue Wang': 1,\n",
       " 'Xiaohan Chen': 1,\n",
       " 'Yingyan Lin': 1,\n",
       " 'Richard G. Baraniuk': 1,\n",
       " 'Thorben Funke': 1,\n",
       " 'Tian Guo': 1,\n",
       " 'Alen Lancic': 1,\n",
       " 'Nino Antulov-Fantulin': 1,\n",
       " 'Kai Fong Ernest Chong': 1,\n",
       " 'Chence Shi*': 1,\n",
       " 'Minkai Xu*': 1,\n",
       " 'Zhaocheng Zhu': 1,\n",
       " 'Ming Zhang': 1,\n",
       " 'Daquan Zhou': 1,\n",
       " 'Qibin Hou': 1,\n",
       " 'Kaixin Wang': 1,\n",
       " 'Yuping Luo': 1,\n",
       " 'Huazhe Xu': 1,\n",
       " 'Minhao Cheng': 1,\n",
       " 'Simranjit Singh': 1,\n",
       " 'Patrick H. Chen': 1,\n",
       " 'Sijia Liu': 1,\n",
       " 'Ruiyi Zhang*': 1,\n",
       " 'Dale Schuurmans': 1,\n",
       " 'Yao Qin': 1,\n",
       " 'Nicholas Frosst': 1,\n",
       " 'Sara Sabour': 1,\n",
       " 'Garrison Cottrell': 1,\n",
       " 'Geoffrey Hinton': 1,\n",
       " 'Yuanpeng Li': 1,\n",
       " 'Liang Zhao': 1,\n",
       " 'Kenneth Church': 1,\n",
       " 'Manoj Kumar': 1,\n",
       " 'Laurent Dinh': 1,\n",
       " 'Durk Kingma': 1,\n",
       " 'William Whitney': 1,\n",
       " 'Rajat Agarwal': 1,\n",
       " 'Yenson Lau': 1,\n",
       " 'Han-Wen Kuo': 1,\n",
       " 'Pengcheng Zhou': 1,\n",
       " 'John Wright': 1,\n",
       " 'Vassilis N. Ioannidis': 1,\n",
       " 'Siheng Chen': 1,\n",
       " 'Georgios B. Giannakis': 1,\n",
       " 'Yao-Hung Hubert Tsai': 1,\n",
       " 'Nitish Srivastava': 1,\n",
       " 'Hanlin Goh': 1,\n",
       " 'Bingyi Kang': 1,\n",
       " 'Saining Xie': 1,\n",
       " 'Zhicheng Yan': 1,\n",
       " 'Albert Gordo': 1,\n",
       " 'Yannis Kalantidis': 1,\n",
       " 'Stephanie C.Y. Chan': 1,\n",
       " 'Anoop Korattikara': 1,\n",
       " 'Sam Fishman': 1,\n",
       " 'John Canny': 1,\n",
       " 'Sergio Guadarrama': 1,\n",
       " 'Kumar Kshitij Patel': 1,\n",
       " 'Akhil Bagaria': 1,\n",
       " 'Martin Engelcke': 1,\n",
       " 'Adam R. Kosiorek': 1,\n",
       " 'Oiwi Parker Jones': 1,\n",
       " 'Ingmar Posner': 1,\n",
       " 'Ruochi Zhang': 1,\n",
       " 'Yuesong Zou': 1,\n",
       " 'Jian Ma': 1,\n",
       " 'Ali Jahanian*': 1,\n",
       " 'Lucy Chai*': 1,\n",
       " 'Gabriel Ryan': 1,\n",
       " 'Justin Wong': 1,\n",
       " 'Jianan Yao': 1,\n",
       " 'Ronghui Gu': 1,\n",
       " 'Suman Jana': 1,\n",
       " 'Fan Yang': 1,\n",
       " 'Ling Chen': 1,\n",
       " 'Fan Zhou': 1,\n",
       " 'Yusong Gao': 1,\n",
       " 'Wei Cao': 1,\n",
       " 'Yotam Doron': 1,\n",
       " 'Matteo Hessel': 1,\n",
       " 'John Aslanides': 1,\n",
       " 'Eren Sezener': 1,\n",
       " 'Katrina McKinney': 1,\n",
       " 'Tor Lattimore': 1,\n",
       " 'Csaba Szepezvari': 1,\n",
       " 'Satinder Singh': 1,\n",
       " 'Richard Sutton': 1,\n",
       " 'David Silver': 1,\n",
       " 'Hado Van Hasselt': 1,\n",
       " 'Guanghui Wang': 1,\n",
       " 'Shiyin Lu': 1,\n",
       " 'Quan Cheng': 1,\n",
       " 'Weiwei Tu': 1,\n",
       " 'Lijun Zhang': 1,\n",
       " 'Dávid Terjék': 1,\n",
       " 'Ivan Ustyuzhaninov': 1,\n",
       " 'Santiago A. Cadena': 1,\n",
       " 'Emmanouil Froudarakis': 1,\n",
       " 'Paul G. Fahey': 1,\n",
       " 'Edgar Y. Walker': 1,\n",
       " 'Erick Cobos': 1,\n",
       " 'Jacob Reimer': 1,\n",
       " 'Fabian H. Sinz': 1,\n",
       " 'Andreas S. Tolias': 1,\n",
       " 'Matthias Bethge': 1,\n",
       " 'Alexander S. Ecker': 1,\n",
       " 'Haroun Habeeb': 1,\n",
       " 'Oluwasanmi Koyejo': 1,\n",
       " 'Ahmed H. Qureshi': 1,\n",
       " 'Jacob J. Johnson': 1,\n",
       " 'Yuzhe Qin': 1,\n",
       " 'Taylor Henderson': 1,\n",
       " 'Byron Boots': 1,\n",
       " 'Michael C. Yip': 1,\n",
       " 'Tianshi Cao': 1,\n",
       " 'Marc T Law': 1,\n",
       " 'Lingxiao Zhao': 1,\n",
       " 'Leman Akoglu': 1,\n",
       " 'Tristan Sylvain': 1,\n",
       " 'Linda Petrini': 1,\n",
       " 'Devon Hjelm': 1,\n",
       " 'Ethan Fetaya': 1,\n",
       " 'Richard Zemel': 1,\n",
       " 'Yuzhe Yang': 1,\n",
       " 'Guo Zhang': 1,\n",
       " 'Zhi Xu': 1,\n",
       " 'Namhoon Lee': 1,\n",
       " 'Thalaiyasingam Ajanthan': 1,\n",
       " 'Stephen Gould': 1,\n",
       " 'Philip H. S. Torr': 1,\n",
       " 'Ze Ye': 1,\n",
       " 'Kin Sum Liu': 1,\n",
       " 'Tengfei Ma': 1,\n",
       " 'Jie Gao': 1,\n",
       " 'Chao Chen': 1,\n",
       " 'Murat Erdogdu': 1,\n",
       " 'Denny Wu': 1,\n",
       " 'Tianzong Zhang': 1,\n",
       " 'Yuntian Deng': 1,\n",
       " 'Anton Bakhtin': 1,\n",
       " 'Myle Ott': 1,\n",
       " 'Arthur Szlam': 1,\n",
       " 'Taejong Joo': 1,\n",
       " 'Donggu Kang': 1,\n",
       " 'Byunghoon Kim': 1,\n",
       " 'Andrea Banino': 1,\n",
       " 'Raphael Köster': 1,\n",
       " 'Martin J. Chadwick': 1,\n",
       " 'Vinicius Zambaldi': 1,\n",
       " 'Demis Hassabis': 1,\n",
       " 'Caswell Barry': 1,\n",
       " 'Dharshan Kumaran': 1,\n",
       " 'Moonkyung Ryu': 1,\n",
       " 'Ross Anderson': 1,\n",
       " 'Christian Tjandraatmadja': 1,\n",
       " 'Craig Boutilier': 1,\n",
       " 'Jun-Kun Wang': 1,\n",
       " 'Chi-Heng Lin': 1,\n",
       " 'Jacob Abernethy': 1,\n",
       " 'Paul Muller': 1,\n",
       " 'Shayegan Omidshafiei': 1,\n",
       " 'Mark Rowland': 1,\n",
       " 'Karl Tuyls': 1,\n",
       " 'Julien Perolat': 1,\n",
       " 'Daniel Hennes': 1,\n",
       " 'Luke Marris': 1,\n",
       " 'Marc Lanctot': 1,\n",
       " 'Guy Lever': 1,\n",
       " 'Remi Munos': 1,\n",
       " 'Hao Li': 1,\n",
       " 'Hao Yang': 1,\n",
       " 'Michael Lam': 1,\n",
       " 'Rahul Bhotika': 1,\n",
       " 'Tianyu Pang*': 1,\n",
       " 'Kun Xu*': 1,\n",
       " 'Joan Serrà': 1,\n",
       " 'David Álvarez': 1,\n",
       " 'Vicenç Gómez': 1,\n",
       " 'Olga Slizovskaia': 1,\n",
       " 'José F. Núñez': 1,\n",
       " 'Jordi Luque': 1,\n",
       " 'Alexander Li': 1,\n",
       " 'Carlos Florensa': 1,\n",
       " 'Sayna Ebrahimi': 1,\n",
       " 'Trevor Darrell': 1,\n",
       " 'Aniruddh Raghu': 1,\n",
       " 'Maithra Raghu': 1,\n",
       " 'Wenhan Xiong': 1,\n",
       " 'Jingfei Du': 1,\n",
       " 'Veselin Stoyanov': 1,\n",
       " 'David Brandfonbrener': 1,\n",
       " 'Daniel Gissin': 1,\n",
       " 'Shai Shalev-Shwartz': 1,\n",
       " 'Amit Daniely': 1,\n",
       " 'Mathias Lechner': 1,\n",
       " 'Kai Han': 1,\n",
       " 'Sylvestre-Alvise Rebuffi': 1,\n",
       " 'Sebastien Ehrhardt': 1,\n",
       " 'Andrea Vedaldi': 1,\n",
       " 'Andrew Zisserman': 1,\n",
       " 'Alireza Nakhaei': 1,\n",
       " 'David Isele': 1,\n",
       " 'Kikuo Fujimura': 1,\n",
       " 'Bhuwan Dhingra': 1,\n",
       " 'Manzil Zaheer': 1,\n",
       " 'Vidhisha Balachandran': 1,\n",
       " 'Robert Bamler': 1,\n",
       " 'Stephan Mandt': 1,\n",
       " 'Amartya Sanyal': 1,\n",
       " 'Philip H. Torr': 1,\n",
       " 'Puneet K. Dokania': 1,\n",
       " 'Lichen Wang': 1,\n",
       " 'Bo Zong': 1,\n",
       " 'Qianqian Ma': 1,\n",
       " 'Wei Cheng': 1,\n",
       " 'Jingchao Ni': 1,\n",
       " 'Wenchao Yu': 1,\n",
       " 'Yanchi Liu': 1,\n",
       " 'Dongjin Song': 1,\n",
       " 'Haifeng Chen': 1,\n",
       " 'Yun Fu': 1,\n",
       " 'Xiaoran Xu': 1,\n",
       " 'Wei Feng': 1,\n",
       " 'Yunsheng Jiang': 1,\n",
       " 'Xiaohui Xie': 1,\n",
       " 'Zhiqing Sun': 1,\n",
       " 'Zhi-Hong Deng': 1,\n",
       " 'Xiao Ma': 1,\n",
       " 'Peter Karkus': 1,\n",
       " 'Nan Ye': 1,\n",
       " 'David Hsu': 1,\n",
       " 'Wee Sun Lee': 1,\n",
       " 'Sungik Choi': 1,\n",
       " 'David W. Romero': 1,\n",
       " 'Mark Hoogendoorn': 1,\n",
       " 'Zhoutong Zhang': 1,\n",
       " 'Yunyun Wang': 1,\n",
       " 'William T. Freeman': 1,\n",
       " 'Stanislaw Jastrzebski': 1,\n",
       " 'Maciej Szymczak': 1,\n",
       " 'Stanislav Fort': 1,\n",
       " 'Devansh Arpit': 1,\n",
       " 'Jacek Tabor': 1,\n",
       " 'Kyunghyun Cho*': 1,\n",
       " 'Krzysztof Geras*': 1,\n",
       " 'Jeffrey Li': 1,\n",
       " 'Mikhail Khodak': 1,\n",
       " 'Sebastian Caldas': 1,\n",
       " 'Ameet Talwalkar': 1,\n",
       " 'Nikita Moriakov': 1,\n",
       " 'Jonas Adler': 1,\n",
       " 'Jonas Teuwen': 1,\n",
       " 'Youssef Mroueh': 1,\n",
       " 'Jerret Ross': 1,\n",
       " 'Xiaodong Cui': 1,\n",
       " 'Chris Reinke': 1,\n",
       " 'Mayalen Etcheverry': 1,\n",
       " 'Pierre-Yves Oudeyer': 1,\n",
       " 'Andrey Malinin': 1,\n",
       " 'Bruno Mlodozeniec': 1,\n",
       " 'Mark Gales': 1,\n",
       " 'Yurong You*': 1,\n",
       " 'Yan Wang*': 1,\n",
       " 'Wei-Lun Chao*': 1,\n",
       " 'Divyansh Garg': 1,\n",
       " 'Geoff Pleiss': 1,\n",
       " 'Bharath Hariharan': 1,\n",
       " 'Mark Campbell': 1,\n",
       " 'Sumedha Singla': 1,\n",
       " 'Brian Pollack': 1,\n",
       " 'Junxiang Chen': 1,\n",
       " 'Kayhan Batmanghelich': 1,\n",
       " 'Arantxa Casanova': 1,\n",
       " 'Pedro O. Pinheiro': 1,\n",
       " 'Negar Rostamzadeh': 1,\n",
       " 'Nabiha Asghar': 1,\n",
       " 'Lili Mou': 1,\n",
       " 'Kira A. Selby': 1,\n",
       " 'Kevin D. Pantasdo': 1,\n",
       " 'Pascal Poupart': 1,\n",
       " 'Xin Jiang': 1,\n",
       " 'Fan-Keng Sun*': 1,\n",
       " 'Cheng-Hao Ho*': 1,\n",
       " 'Hung-Yi Lee': 1,\n",
       " 'Yuyu Zhang': 1,\n",
       " 'Arun Ramamurthy': 1,\n",
       " 'Junjie LIU': 1,\n",
       " 'Zhe XU': 1,\n",
       " 'Runbin SHI': 1,\n",
       " 'Ray C. C. Cheung': 1,\n",
       " 'Hayden K.H. So': 1,\n",
       " 'Ilya Kostrikov': 1,\n",
       " 'Ofir Nachum': 1,\n",
       " 'Jonathan Tompson': 1,\n",
       " 'Tian Li': 1,\n",
       " 'Maziar Sanjabi': 1,\n",
       " 'Virginia Smith': 1,\n",
       " 'Yuanming Hu': 1,\n",
       " 'Luke Anderson': 1,\n",
       " 'Tzu-Mao Li': 1,\n",
       " 'Qi Sun': 1,\n",
       " 'Nathan Carr': 1,\n",
       " 'Jonathan Ragan-Kelley': 1,\n",
       " 'Fredo Durand': 1,\n",
       " 'Piyush Gupta': 1,\n",
       " 'Nikaash Puri': 1,\n",
       " 'Sukriti Verma': 1,\n",
       " 'Dhruv Kayastha': 1,\n",
       " 'Shripad Deshmukh': 1,\n",
       " 'Balaji Krishnamurthy': 1,\n",
       " 'Kimin Lee': 1,\n",
       " 'Kibok Lee': 1,\n",
       " 'Chen-Yu Hsu': 1,\n",
       " 'Abbas Zeitoun': 1,\n",
       " 'Tommi Jaakkola': 1,\n",
       " 'Jiawei Du': 1,\n",
       " 'Hu Zhang': 1,\n",
       " 'Joey Tianyi Zhou': 1,\n",
       " 'Shiwen Zhang': 1,\n",
       " 'Sheng Guo': 1,\n",
       " 'Weilin Huang': 1,\n",
       " 'Matthew R. Scott': 1,\n",
       " 'Limin Wang': 1,\n",
       " 'Pawel Korus': 1,\n",
       " 'Nasir Memon': 1,\n",
       " 'Taeuk Kim': 1,\n",
       " 'Jihun Choi': 1,\n",
       " 'Daniel Edmiston': 1,\n",
       " 'Sang-goo Lee': 1,\n",
       " 'Yangjun Ruan': 1,\n",
       " 'Yuanhao Xiong': 1,\n",
       " 'Liron Bergman': 1,\n",
       " 'Petar Veličković': 1,\n",
       " 'Rex Ying': 1,\n",
       " 'Matilde Padovano': 1,\n",
       " 'Sergey Bartunov': 1,\n",
       " 'Hongyu Ren*': 1,\n",
       " 'Runtian Zhai': 1,\n",
       " 'Chen Dan': 1,\n",
       " 'Boqing Gong': 1,\n",
       " 'Sreyas Mohan': 1,\n",
       " 'Zahra Kadkhodaie': 1,\n",
       " 'Eero P. Simoncelli': 1,\n",
       " 'Carlos Fernandez-Granda': 1,\n",
       " 'Erik J Bekkers': 1,\n",
       " 'Henry Zhu': 1,\n",
       " 'Justin Yu': 1,\n",
       " 'Abhishek Gupta': 1,\n",
       " 'Dhruv Shah': 1,\n",
       " 'Avi Singh': 1,\n",
       " 'Amanda Bower': 1,\n",
       " 'Hyeong-Seok Choi': 1,\n",
       " 'Changdae Park': 1,\n",
       " 'Kyogu Lee': 1,\n",
       " 'Jesse Engel': 1,\n",
       " 'Lamtharn (Hanoi) Hantrakul': 1,\n",
       " 'Chenjie Gu': 1,\n",
       " 'Adam Roberts': 1,\n",
       " 'Ki Hyun Kim': 1,\n",
       " 'Sangwoo Shim': 1,\n",
       " 'Yongsub Lim': 1,\n",
       " 'Jongseob Jeon': 1,\n",
       " 'Jeongwoo Choi': 1,\n",
       " 'Byungchan Kim': 1,\n",
       " 'Andre S. Yoon': 1,\n",
       " 'Johannes Welbl': 1,\n",
       " 'Po-Sen Huang': 1,\n",
       " 'Martin Szummer': 1,\n",
       " 'Weihao Yu': 1,\n",
       " 'Zihang Jiang': 1,\n",
       " 'Yanfei Dong': 1,\n",
       " 'Eric Wong': 1,\n",
       " 'Leslie Rice': 1,\n",
       " 'Jincheng Mei': 1,\n",
       " 'Amir-massoud Farahmand': 1,\n",
       " 'Ryan Lowe*': 1,\n",
       " 'Abhinav Gupta*': 1,\n",
       " 'Jakob Foerster': 1,\n",
       " 'Douwe Kiela': 1,\n",
       " 'Sungyong Seo*': 1,\n",
       " 'Chuizheng Meng*': 1,\n",
       " 'Jiahao Su': 1,\n",
       " 'Milan Cvitkovic': 1,\n",
       " 'Furong Huang': 1,\n",
       " 'Xinyu Zhang': 1,\n",
       " 'Qiang Wang': 1,\n",
       " 'Zhao Zhong': 1,\n",
       " 'Michael Lingzhi Li': 1,\n",
       " 'Elliott Wolf': 1,\n",
       " 'Daniel Wintz': 1,\n",
       " 'Shen Li': 1,\n",
       " 'Bryan Hooi': 1,\n",
       " 'Gim Hee Lee': 1,\n",
       " 'Tie XU': 1,\n",
       " 'Omri Barak': 1,\n",
       " 'Tengyu Xu': 1,\n",
       " 'Yi Zhou': 1,\n",
       " 'Yingbin Liang': 1,\n",
       " 'Saurabh Khanna': 1,\n",
       " 'Vincent Y. F. Tan': 1,\n",
       " 'Kefan Dong': 1,\n",
       " 'Dongsheng An': 1,\n",
       " 'Yang Guo': 1,\n",
       " 'Na Lei': 1,\n",
       " 'Zhongxuan Luo': 1,\n",
       " 'Shing-Tung Yau': 1,\n",
       " 'Xianfeng Gu': 1,\n",
       " 'Colin Wei': 1,\n",
       " 'Sejun Park*': 1,\n",
       " 'Jaeho Lee*': 1,\n",
       " 'Sangwoo Mo': 1,\n",
       " 'Qi Cai': 1,\n",
       " 'Xiandong Zhao': 1,\n",
       " 'Ying Wang': 1,\n",
       " 'Xuyi Cai': 1,\n",
       " 'Cheng Liu': 1,\n",
       " 'Lei Zhang': 1,\n",
       " 'Marco Federici': 1,\n",
       " 'Anjan Dutta': 1,\n",
       " 'Patrick Forré': 1,\n",
       " 'Nate Kushman': 1,\n",
       " 'Zeynep Akata': 1,\n",
       " 'Wuyang Chen': 1,\n",
       " 'Xinyu Gong': 1,\n",
       " 'Xianming Liu': 1,\n",
       " 'Michael Luo': 1,\n",
       " 'Jiahao Yao': 1,\n",
       " 'Richard Liaw': 1,\n",
       " 'Eric Liang': 1,\n",
       " 'Ion Stoica': 1,\n",
       " 'Anji Liu': 1,\n",
       " 'Mingze Yu': 1,\n",
       " 'Yu Zhai': 1,\n",
       " 'Xuewen Zhou': 1,\n",
       " 'Ji Liu': 1,\n",
       " 'Ben Mussay': 1,\n",
       " 'Margarita Osadchy': 1,\n",
       " 'Vladimir Braverman': 1,\n",
       " 'Samson Zhou': 1,\n",
       " 'Stanislav Morozov': 1,\n",
       " 'Zhuozhuo Tu': 1,\n",
       " 'Richard Kurle': 1,\n",
       " 'Botond Cseke': 1,\n",
       " 'Alexej Klushyn': 1,\n",
       " 'Patrick van der Smagt': 1,\n",
       " 'Yiheng Zhou': 1,\n",
       " 'Yulia Tsvetkov': 1,\n",
       " 'Alan W Black': 1,\n",
       " 'Zhou Yu': 1,\n",
       " 'Wenhu Chen': 1,\n",
       " 'Hongmin Wang': 1,\n",
       " 'Yunkai Zhang': 1,\n",
       " 'Hong Wang': 1,\n",
       " 'Shiyang Li': 1,\n",
       " 'Xiyou Zhou': 1,\n",
       " 'Jinfeng Yi': 1,\n",
       " 'Yuu Jinnai': 1,\n",
       " 'Jee Won Park': 1,\n",
       " 'Guillaume Lample': 1,\n",
       " 'François Charton': 1,\n",
       " 'Abdullah Al-Dujaili': 1,\n",
       " \"Una-May O'Reilly\": 1,\n",
       " 'Bin Bi': 1,\n",
       " 'Ming Yan': 1,\n",
       " 'Chen Wu': 1,\n",
       " 'Jiangnan Xia': 1,\n",
       " 'Zuyi Bao': 1,\n",
       " 'Liwei Peng': 1,\n",
       " 'Luo Si': 1,\n",
       " 'M Arbel': 1,\n",
       " 'A Gretton': 1,\n",
       " 'W Li': 1,\n",
       " 'G Montufar': 1,\n",
       " 'Oran Gafni': 1,\n",
       " 'Yaniv Taigman': 1,\n",
       " 'Jannik Kossen': 1,\n",
       " 'Karl Stelzner': 1,\n",
       " 'Marcel Hussing': 1,\n",
       " 'Claas Voelcker': 1,\n",
       " 'Philipp Holl': 1,\n",
       " 'Yichi Zhang': 1,\n",
       " 'Ritchie Zhao': 1,\n",
       " 'Weizhe Hua': 1,\n",
       " 'Nayun Xu': 1,\n",
       " 'Edward Suh': 1,\n",
       " 'Yihe Dong': 1,\n",
       " 'Piotr Indyk': 1,\n",
       " 'Ilya Razenshteyn': 1,\n",
       " 'Tal Wagner': 1,\n",
       " 'Ziyang Tang*': 1,\n",
       " 'Yihao Feng*': 1,\n",
       " 'Dengyong Zhou': 1,\n",
       " 'Shunshi Zhang': 1,\n",
       " 'Bradly C. Stadie': 1,\n",
       " 'Chiyuan Zhang': 1,\n",
       " 'Moritz Hardt': 1,\n",
       " 'Michael C. Mozer': 1,\n",
       " 'Yoram Singer': 1,\n",
       " 'Noah Siegel': 1,\n",
       " 'Felix Berkenkamp': 1,\n",
       " 'Michael Neunert': 1,\n",
       " 'Thomas Lampe': 1,\n",
       " 'Roland Hafner': 1,\n",
       " 'Paul K. Rubenstein': 1,\n",
       " 'Sylvain Gelly': 1,\n",
       " 'Mario Lucic': 1,\n",
       " 'Yu Cheng': 1,\n",
       " 'Zhe Gan': 1,\n",
       " 'Siqi Sun': 1,\n",
       " 'Jingjing Liu': 1,\n",
       " 'Zirui Wang*': 1,\n",
       " 'Jiateng Xie*': 1,\n",
       " 'Ruochen Xu': 1,\n",
       " 'Jaime G. Carbonell': 1,\n",
       " 'Xuan-Phi Nguyen': 1,\n",
       " 'Shafiq Joty': 1,\n",
       " 'Steven Hoi': 1,\n",
       " 'Uyeong Jang': 1,\n",
       " 'Susmit Jha': 1,\n",
       " 'Somesh Jha': 1,\n",
       " 'Vincent Fortuin': 1,\n",
       " 'Ryota Tomioka': 1,\n",
       " 'Richard Turner': 1,\n",
       " 'Hermish Mehta': 1,\n",
       " 'Zhengyuan Zhou': 1,\n",
       " 'Yi Ma': 1,\n",
       " 'Hongyi Wang': 1,\n",
       " 'Dimitris Papailiopoulos': 1,\n",
       " 'Yasaman Khazaeni': 1,\n",
       " 'Jeffrey Pennington': 1,\n",
       " 'Rui Hou': 1,\n",
       " 'Jie Li': 1,\n",
       " 'Adrien Gaidon': 1,\n",
       " 'Matthias Fey': 1,\n",
       " 'Jan E. Lenssen': 1,\n",
       " 'Christopher Morris': 1,\n",
       " 'Nils M. Kriege': 1,\n",
       " 'Jiemin Fang*': 1,\n",
       " 'Yuzhu Sun*': 1,\n",
       " 'Kangjian Peng*': 1,\n",
       " 'Wenyu Liu': 1,\n",
       " 'Xinggang Wang': 1,\n",
       " 'Xin Qiu': 1,\n",
       " 'Elliot Meyerson': 1,\n",
       " 'Risto Miikkulainen': 1,\n",
       " 'Juan Luis Gonzalez Bello': 1,\n",
       " 'Munchurl Kim': 1,\n",
       " 'Yan Li': 1,\n",
       " 'Ethan X.Fang': 1,\n",
       " 'Huan Xu': 1,\n",
       " 'Wessel P. Bruinsma': 1,\n",
       " 'Andrew Y. K. Foong': 1,\n",
       " 'James Requeima': 1,\n",
       " 'Yann Dubois': 1,\n",
       " 'Wangchunshu Zhou': 1,\n",
       " 'Tao Ge': 1,\n",
       " 'Ke Xu': 1,\n",
       " 'Felix Hill': 1,\n",
       " 'Rosalia Schneider': 1,\n",
       " 'Stephen Clark': 1,\n",
       " 'James L. McClelland': 1,\n",
       " 'Tabish Rashid': 1,\n",
       " 'Bei Peng': 1,\n",
       " 'Wendelin Boehmer': 1,\n",
       " 'Hanqing Zeng': 1,\n",
       " 'Hongkuan Zhou': 1,\n",
       " 'Ajitesh Srivastava': 1,\n",
       " 'Rajgopal Kannan': 1,\n",
       " 'Viktor Prasanna': 1,\n",
       " 'Matthew Trager': 1,\n",
       " 'Kathlén Kohn': 1,\n",
       " 'Pablo Sprechmann': 1,\n",
       " 'Alex Vitvitskyi': 1,\n",
       " 'Daniel Guo': 1,\n",
       " 'Bilal Piot': 1,\n",
       " 'Olivier Tieleman': 1,\n",
       " 'Alexander Pritzel': 1,\n",
       " 'Andrew Bolt': 1,\n",
       " 'Huaxiu Yao': 1,\n",
       " 'Xian Wu': 1,\n",
       " 'Zhiqiang Tao': 1,\n",
       " 'Yaliang Li': 1,\n",
       " 'Bolin Ding': 1,\n",
       " 'Ruirui Li': 1,\n",
       " 'Zhenhui Li': 1,\n",
       " 'Zachary Teed': 1,\n",
       " 'Jia Deng': 1,\n",
       " 'Md Amirul Islam*': 1,\n",
       " 'Sen Jia*': 1,\n",
       " 'Neil D. B. Bruce': 1,\n",
       " 'Minshuo Chen': 1,\n",
       " 'Yizhou Wang': 1,\n",
       " 'Tianyi Liu': 1,\n",
       " 'Xingguo Li': 1,\n",
       " 'Gengchen Mai': 1,\n",
       " 'Krzysztof Janowicz': 1,\n",
       " 'Bo Yan': 1,\n",
       " 'Rui Zhu': 1,\n",
       " 'Ling Cai': 1,\n",
       " 'Ni Lao': 1,\n",
       " 'Divam Gupta': 1,\n",
       " 'Ramachandran Ramjee': 1,\n",
       " 'Nipun Kwatra': 1,\n",
       " 'Muthian Sivathanu': 1,\n",
       " 'Mary Phuong': 1,\n",
       " 'Christoph H. Lampert': 1,\n",
       " 'Kyungsun Lim': 1,\n",
       " 'Nyeong-Ho Shin': 1,\n",
       " 'Young-Yoon Lee': 1,\n",
       " 'Chang-Su Kim': 1,\n",
       " 'Xinyi Wang': 1,\n",
       " 'Taylor Berg-Kirkpatrick': 1,\n",
       " 'Bennet Breier': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accepted_author"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/accepted_authors2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(accepted_author, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/rejected_authors2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(rejected_author, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets Read the Author Stat File Year Wise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "authorsA_2017 = pd.read_pickle('data/author/accepted_authors2017.pickle')\n",
    "authorsA_2018 = pd.read_pickle('data/author/accepted_authors2018.pickle')\n",
    "authorsA_2019 = pd.read_pickle('data/author/accepted_authors2019.pickle')\n",
    "authorsA_2020 = pd.read_pickle('data/author/accepted_authors2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "allAuthorsA_2017_2020 = {}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = authorA_2020\n",
    "for author in data.keys():\n",
    "    if author not in allAuthorsA_2017_2020.keys():\n",
    "        allAuthorsA_2017_2020[author] = data[author]\n",
    "    else:\n",
    "        allAuthorsA_2017_2020[author]+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/accepted_authors2017_2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(allAuthorsA_2017_2020, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 12,\n",
       " 'Aaron Courville': 10,\n",
       " 'Pieter Abbeel': 9,\n",
       " 'Max Welling': 8,\n",
       " 'Sergey Levine': 8,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Jason Weston': 7,\n",
       " 'Richard Socher': 7,\n",
       " 'Jascha Sohl-Dickstein': 7,\n",
       " 'Samy Bengio': 6,\n",
       " 'Quoc Le': 4,\n",
       " 'Pushmeet Kohli': 6,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Daniel Tarlow': 4,\n",
       " 'Jiwei Li': 3,\n",
       " 'Yann LeCun': 4,\n",
       " 'Balaraman Ravindran': 5,\n",
       " 'Ruslan Salakhutdinov': 6,\n",
       " 'Caiming Xiong': 6,\n",
       " 'Ben Poole': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Yan Duan': 3,\n",
       " 'Remi Munos': 5,\n",
       " 'Antoine Bordes': 2,\n",
       " 'Francesco Visin': 3,\n",
       " 'Alexander L. Gaunt': 3,\n",
       " 'Marc Brockschmidt': 4,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Jing Jiang': 3,\n",
       " 'Dawn Song': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Ilya Sutskever': 5,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Timo Aila': 3,\n",
       " 'Jan Kautz': 2,\n",
       " 'Xi Chen': 3,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Tim Salimans': 3,\n",
       " 'Zhilin Yang': 3,\n",
       " 'William W. Cohen': 4,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Shengjie Wang': 2,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Frank Hutter': 4,\n",
       " 'Roger Grosse': 5,\n",
       " 'Joan Bruna': 5,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Misha Denil': 5,\n",
       " 'Nando de Freitas': 5,\n",
       " 'Phil Blunsom': 4,\n",
       " 'Chris Dyer': 3,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Quoc V. Le': 5,\n",
       " 'Ameet Talwalkar': 3,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Hugo Larochelle': 5,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Song Han': 5,\n",
       " 'Sharan Narang': 3,\n",
       " 'Huizi Mao': 3,\n",
       " 'Erich Elsen': 5,\n",
       " 'William J. Dally': 3,\n",
       " 'Kundan Kumar': 2,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Moritz Hardt': 4,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Razvan Pascanu': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Eduard Hovy': 4,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Hsiao-Yu Tung': 1,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Soumyajit De': 1,\n",
       " 'Aaditya Ramdas': 1,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Xingyi Li': 1,\n",
       " 'Fuxin Li': 2,\n",
       " 'Xiaoli Fern': 1,\n",
       " 'Raviv Raich': 1,\n",
       " 'Minmin Chen': 2,\n",
       " 'Takeru Miyato': 2,\n",
       " 'Barret Zoph': 2,\n",
       " 'Ruben Villegas': 1,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Xunyu Lin': 1,\n",
       " 'Honglak Lee': 4,\n",
       " 'Gabriel Loaiza-Ganem *': 1,\n",
       " 'Yuanjun Gao *': 1,\n",
       " 'John P. Cunningham': 1,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Arka Pal': 2,\n",
       " 'Christopher Burgess': 1,\n",
       " 'Xavier Glorot': 1,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Karen Ullrich': 1,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Carlos Florensa': 2,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Silvia Chiappa': 1,\n",
       " 'Sébastien Racaniere': 1,\n",
       " 'Daan Wierstra': 1,\n",
       " 'Angeliki Lazaridou': 2,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Eric Nalisnick': 2,\n",
       " 'Padhraic Smyth': 1,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Alex X. Lee': 1,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Daniel D. Johnson': 1,\n",
       " 'David Lopez-Paz': 3,\n",
       " 'Maxime Oquab': 1,\n",
       " 'Caglar Gulcehre': 3,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Abhishek Sinha': 1,\n",
       " 'Aahitagni Mukherjee': 1,\n",
       " 'Mausoom Sarkar': 1,\n",
       " 'Balaji Krishnamurthy': 2,\n",
       " 'Chengtao Li': 1,\n",
       " 'Nate Kushman': 3,\n",
       " 'Klaus Greff': 2,\n",
       " 'Rupesh K. Srivastava': 1,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Jin-Hwa Kim': 1,\n",
       " 'Kyoung-Woon On': 1,\n",
       " 'Woosang Lim': 1,\n",
       " 'Jeonghee Kim': 1,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Byoung-Tak Zhang': 1,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Adam Polyak': 3,\n",
       " 'Lior Wolf': 4,\n",
       " 'Hakan Inan': 1,\n",
       " 'Khashayar Khosravi': 1,\n",
       " 'Jonathon Cai': 1,\n",
       " 'Richard Shin': 3,\n",
       " 'Ishan Durugkar': 2,\n",
       " 'Ian Gemp': 2,\n",
       " 'Sridhar Mahadevan': 1,\n",
       " 'Sanjay Purushotham': 1,\n",
       " 'Wilka Carvalho': 1,\n",
       " 'Tanachat Nilanon': 1,\n",
       " 'Yan Liu': 4,\n",
       " 'Ziang Xie': 1,\n",
       " 'Sida I. Wang': 1,\n",
       " 'Daniel Lévy': 1,\n",
       " 'Aiming Nie': 1,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Andrew Y. Ng': 1,\n",
       " 'Dustin Tran': 3,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Rif A. Saurous': 1,\n",
       " 'Eugene Brevdo': 1,\n",
       " 'David M. Blei': 2,\n",
       " 'Junyoung Chung': 1,\n",
       " 'Sungjin Ahn': 2,\n",
       " 'Frank S.He': 1,\n",
       " 'Yang Liu': 2,\n",
       " 'Alexander G. Schwing': 1,\n",
       " 'Jian Peng': 4,\n",
       " 'Junbo Zhao': 1,\n",
       " 'Michael Mathieu': 1,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Raquel Urtasun': 2,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Bradly C Stadie': 1,\n",
       " 'Chris J. Maddison': 2,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Pavlo Molchanov': 1,\n",
       " 'Tero Karras': 2,\n",
       " 'Eyrun Eyjolfsdottir': 1,\n",
       " 'Kristin Branson': 2,\n",
       " 'Yisong Yue': 2,\n",
       " 'Pietro Perona': 1,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Tianhe Yu': 1,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Anna Choromanska': 1,\n",
       " 'Stefano Soatto': 4,\n",
       " 'Carlo Baldassi': 1,\n",
       " 'Christian Borgs': 1,\n",
       " 'Jennifer Chayes': 1,\n",
       " 'Levent Sagun': 1,\n",
       " 'Riccardo Zecchina': 1,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Tomer Ullman': 1,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Joshua Tenenbaum': 1,\n",
       " 'Janarthanan Rajendran': 1,\n",
       " 'Aravind Lakshminarayanan': 1,\n",
       " 'Mitesh M. Khapra': 1,\n",
       " 'Prasanna P': 1,\n",
       " 'Eleanor Batty': 1,\n",
       " 'Josh Merel': 3,\n",
       " 'Nora Brackbill': 1,\n",
       " 'Alexander Heitman': 1,\n",
       " 'Alexander Sher': 1,\n",
       " 'Alan Litke': 1,\n",
       " 'E.J. Chichilnisky': 1,\n",
       " 'Liam Paninski': 1,\n",
       " 'Jianwei Yang': 1,\n",
       " 'Anitha Kannan': 1,\n",
       " 'Dhruv Batra': 4,\n",
       " 'Devi Parikh': 3,\n",
       " 'Ke Li': 1,\n",
       " 'Jitendra Malik': 2,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'John Schulman': 2,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Brian Cheung': 2,\n",
       " 'Eric Weiss': 1,\n",
       " 'Bruno Olshausen': 1,\n",
       " 'Bhuwan Dhingra': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Junjie Hu': 1,\n",
       " 'Aniruddha Kembhavi': 1,\n",
       " 'Sewon Min': 2,\n",
       " 'Haoran Cai': 1,\n",
       " 'Jeff Bilmes': 2,\n",
       " 'William Noble': 1,\n",
       " 'Gregor Urban': 1,\n",
       " 'Krzysztof J. Geras': 1,\n",
       " 'Samira Ebrahimi Kahou': 1,\n",
       " 'Ozlem Aslan': 1,\n",
       " 'Abdelrahman Mohamed': 1,\n",
       " 'Matthai Philipose': 1,\n",
       " 'Matt Richardson': 1,\n",
       " 'Rich Caruana': 1,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Yan-Ming Zhang': 1,\n",
       " 'Shuang Li': 1,\n",
       " 'Le Song': 4,\n",
       " 'Greg Yang': 2,\n",
       " 'Alexander Rush': 1,\n",
       " 'Ivan Ustyuzhaninov *': 1,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Leon Gatys': 1,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Yuxin Wu': 1,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Timothy Dozat': 1,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Aaron Klein': 1,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Justin Gilmer': 2,\n",
       " 'Surya Ganguli': 2,\n",
       " 'Hao Li': 3,\n",
       " 'Asim Kadav': 1,\n",
       " 'Igor Durdanovic': 1,\n",
       " 'Hanan Samet': 1,\n",
       " 'Hans Peter Graf': 1,\n",
       " 'Ilya Loshchilov': 2,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Veselin Raychev': 1,\n",
       " 'Martin Vechev': 3,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Coline Devin': 1,\n",
       " 'YuXuan Liu': 1,\n",
       " 'Yuhuai Wu': 2,\n",
       " 'Yuri Burda': 2,\n",
       " 'Nicolas Le Roux': 1,\n",
       " 'C. Daniel Freeman': 1,\n",
       " 'Florian Bordes': 1,\n",
       " 'Sina Honari': 1,\n",
       " 'Pascal Vincent': 3,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Sarvjeet Ghotra': 1,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Pulkit Agrawal': 2,\n",
       " 'Tejas D Kulkarni': 1,\n",
       " 'Tom Erez': 3,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Lei Yu': 3,\n",
       " 'Tomas Kocisky': 1,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Wang Ling': 4,\n",
       " 'Nicolas Papernot': 3,\n",
       " 'Martín Abadi': 1,\n",
       " 'Úlfar Erlingsson': 1,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Adriana Romero': 2,\n",
       " 'Pierre Luc Carrier': 1,\n",
       " 'Akram Erraqabi': 1,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Alex Auvolat': 1,\n",
       " 'Etienne Dejoie': 1,\n",
       " 'Marc-André Legault': 1,\n",
       " 'Marie-Pierre Dubé': 1,\n",
       " 'Julie G. Hussin': 1,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Maximilian Karl': 1,\n",
       " 'Maximilian Soelch': 1,\n",
       " 'Justin Bayer': 1,\n",
       " 'Patrick van der Smagt': 2,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Max Jaderberg': 1,\n",
       " 'Wojciech Marian Czarnecki': 1,\n",
       " 'Tom Schaul': 2,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'David Silver': 4,\n",
       " 'Mohammad Norouzi': 4,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Tong Che': 2,\n",
       " 'Yanran Li': 1,\n",
       " 'Athul Jacob': 1,\n",
       " 'Wenjie Li': 1,\n",
       " 'Dzmitry Bahdanau': 2,\n",
       " 'Philemon Brakel': 2,\n",
       " 'Kelvin Xu': 3,\n",
       " 'Anirudh Goyal': 3,\n",
       " 'Ryan Lowe': 1,\n",
       " 'Joelle Pineau': 2,\n",
       " 'Leonard Berrada': 3,\n",
       " 'Andrew Zisserman': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Valero Laparra': 1,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Gao Huang': 3,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Zhuang Liu': 2,\n",
       " 'John E. Hopcroft': 3,\n",
       " 'Kilian Q. Weinberger': 2,\n",
       " 'John Thickstun': 1,\n",
       " 'Zaid Harchaoui': 1,\n",
       " 'Sham Kakade': 3,\n",
       " 'Matej Balog': 1,\n",
       " 'Sebastian Nowozin': 3,\n",
       " 'W. James Murdoch': 3,\n",
       " 'Jasmine Collins': 1,\n",
       " 'David Sussillo': 1,\n",
       " 'Sahil Sharma': 1,\n",
       " 'Aravind S. Lakshminarayanan': 1,\n",
       " 'Wanjia He': 1,\n",
       " 'Weiran Wang': 1,\n",
       " 'Karen Livescu': 1,\n",
       " 'Emilio Parisotto': 2,\n",
       " 'Abdel-rahman Mohamed': 1,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Lihong Li': 4,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Lukasz Kaiser': 4,\n",
       " 'Aurko Roy': 3,\n",
       " 'Jason Tyler Rolfe': 1,\n",
       " 'Thomas Moreau': 1,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Tim Klinger': 2,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Joseph P. Bigus': 1,\n",
       " 'Murray Campbell': 2,\n",
       " 'Ban Kawas': 1,\n",
       " 'Kartik Talamadupula': 1,\n",
       " 'Gerry Tesauro': 1,\n",
       " 'Satinder   Singh': 1,\n",
       " 'Yacine Jernite': 1,\n",
       " 'Tomas Mikolov': 1,\n",
       " 'Stefan Depeweg': 1,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Finale Doshi-Velez': 1,\n",
       " 'Steffen Udluft': 1,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Iuri Frosio': 1,\n",
       " 'Jason Clemons': 1,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Hong Yu': 1,\n",
       " 'Arvind Neelakantan': 1,\n",
       " 'Martin Abadi': 1,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Dario Amodei': 1,\n",
       " 'Lu Hou': 3,\n",
       " 'Quanming Yao': 1,\n",
       " 'James T. Kwok': 3,\n",
       " 'Lisha Li': 2,\n",
       " 'Kevin Jamieson': 1,\n",
       " 'Giulia DeSalvo': 1,\n",
       " 'Afshin Rostamizadeh': 1,\n",
       " 'George Philipp': 1,\n",
       " 'Jaime G. Carbonell': 2,\n",
       " 'Gabriel Synnaeve': 3,\n",
       " 'Zeming Lin': 3,\n",
       " 'Soumith Chintala': 1,\n",
       " 'Andrew Cunningham': 1,\n",
       " 'Samuli Laine': 2,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Harrison Edwards': 2,\n",
       " 'Amos Storkey': 3,\n",
       " 'Jongsoo Park': 1,\n",
       " 'Sheng Li': 1,\n",
       " 'Wei Wen': 3,\n",
       " 'Hai Li': 3,\n",
       " 'Yiran Chen': 3,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'William Lotter': 1,\n",
       " 'Gabriel Kreiman': 1,\n",
       " 'David Cox': 1,\n",
       " 'Noam Shazeer': 3,\n",
       " '*Azalia Mirhoseini': 1,\n",
       " '*Krzysztof Maziarz': 1,\n",
       " 'Andy Davis': 1,\n",
       " 'Geoffrey Hinton': 2,\n",
       " 'Jeff Dean': 2,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Richard E. Turner': 4,\n",
       " 'Tim Cooijmans': 1,\n",
       " 'César Laurent': 1,\n",
       " 'Çağlar Gülçehre': 1,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Aojun Zhou': 1,\n",
       " 'Anbang Yao': 1,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Lin Xu': 1,\n",
       " 'Yurong Chen': 1,\n",
       " 'Jeff Pool': 2,\n",
       " 'Enhao Gong': 1,\n",
       " 'Shijian Tang': 1,\n",
       " 'Peter Vajda': 1,\n",
       " 'Manohar Paluri': 1,\n",
       " 'John Tran': 1,\n",
       " 'Bryan Catanzaro': 1,\n",
       " 'Adji B. Dieng': 1,\n",
       " 'Chong Wang': 3,\n",
       " 'Jianfeng Gao': 2,\n",
       " 'John Paisley': 1,\n",
       " 'Ronen Basri': 2,\n",
       " 'David W. Jacobs': 1,\n",
       " 'Jacob Goldberger': 1,\n",
       " 'Ehud Ben-Reuven': 1,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Rithesh Kumar': 1,\n",
       " 'Shubham Jain': 1,\n",
       " 'Jose Sotelo': 1,\n",
       " 'Gustav Larsson': 1,\n",
       " 'Michael Maire': 2,\n",
       " 'Gregory Shakhnarovich': 1,\n",
       " 'Yoojin Choi': 1,\n",
       " 'Mostafa El-Khamy': 1,\n",
       " 'Jungwon Lee': 1,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Benjamin Recht': 1,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Andrew J. Ballard': 1,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Carlo Condo': 1,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Zihang Dai': 3,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Philip Bachman': 1,\n",
       " 'Bowen Baker': 2,\n",
       " 'Otkrist Gupta': 1,\n",
       " 'Nikhil Naik': 1,\n",
       " 'Ramesh Raskar': 1,\n",
       " 'Eric Jang': 2,\n",
       " 'Faruk Ahmed': 1,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'David Vazquez': 1,\n",
       " 'Xingyu Lin': 1,\n",
       " 'Hao Wang': 2,\n",
       " 'Zhihao Li': 1,\n",
       " 'Yimeng Zhang': 1,\n",
       " 'Alan Yuille': 3,\n",
       " 'Tai Sing Lee': 1,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Victor Bapst': 3,\n",
       " 'Jimmy Ba': 4,\n",
       " 'James Martens': 2,\n",
       " 'Piotr Mirowski': 1,\n",
       " 'Fabio Viola': 1,\n",
       " 'Hubert Soyer': 2,\n",
       " 'Andy Ballard': 1,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Laurent Sifre': 1,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Raia Hadsell': 3,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Alban Desmaison': 1,\n",
       " 'Philip H.S. Torr': 1,\n",
       " 'Chenzhuo Zhu': 1,\n",
       " 'Priyank Jaini': 1,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pablo Carbajal': 1,\n",
       " 'Edith Law': 1,\n",
       " 'Laura Middleton': 1,\n",
       " 'Kayla Regan': 1,\n",
       " 'Mike Schaekermann': 1,\n",
       " 'George Trimponias': 1,\n",
       " 'James Tung': 1,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Alexander A. Alemi': 2,\n",
       " 'Ian Fischer': 3,\n",
       " 'Joshua V. Dillon': 1,\n",
       " 'Greg Diamos': 1,\n",
       " 'Shubho Sengupta': 1,\n",
       " 'Andrew Brock': 3,\n",
       " 'Theodore Lim': 1,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas N. Kipf': 1,\n",
       " 'Moshe Looks': 1,\n",
       " 'Marcello Herreshoff': 1,\n",
       " 'DeLesley Hutchins': 1,\n",
       " 'Peter Norvig': 1,\n",
       " 'Thomas Laurent': 1,\n",
       " 'James von Brecht': 1,\n",
       " 'Ishmael Belghazi': 1,\n",
       " 'Alex Lamb': 1,\n",
       " 'Olivier Mastropietro': 1,\n",
       " 'Casper Kaae Sønderby': 1,\n",
       " 'Jose Caballero': 1,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Minwei Feng': 1,\n",
       " 'Cicero Nogueira dos Santos': 1,\n",
       " 'Mo Yu': 2,\n",
       " 'Bing Xiang': 1,\n",
       " 'Bowen Zhou': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Suma Bhat': 1,\n",
       " 'Pramod Viswanath': 2,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Tim Genewein': 2,\n",
       " 'Volker Fischer': 1,\n",
       " 'Bastian Bischoff': 1,\n",
       " 'Michał Daniluk': 1,\n",
       " 'Tim Rocktäschel': 4,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Sebastian Riedel': 1,\n",
       " 'Gautam Pai': 1,\n",
       " 'Aaron Wetzler': 1,\n",
       " 'Ron Kimmel': 1,\n",
       " 'Yongxin Yang': 1,\n",
       " 'Timothy M. Hospedales': 1,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Yoon Kim': 1,\n",
       " 'Carl Denton': 1,\n",
       " 'Luong Hoang': 1,\n",
       " 'Alexander M. Rush': 1,\n",
       " 'David Ha': 2,\n",
       " 'Xuezhe Ma': 2,\n",
       " 'Yingkai Gao': 1,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Victor Zhong': 4,\n",
       " 'Luisa M Zintgraf': 1,\n",
       " 'Taco S Cohen': 1,\n",
       " 'Tameem Adel': 2,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'David H. P. Turban': 1,\n",
       " 'Steven Hamblin': 1,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Sergey Zagoruyko': 1,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Loris Bazzani': 1,\n",
       " 'Lorenzo Torresani': 1,\n",
       " 'David Krueger': 1,\n",
       " 'Tegan Maharaj': 1,\n",
       " 'Janos Kramar': 1,\n",
       " 'Mohammad Pezeshki': 1,\n",
       " 'Nan Rosemary Ke': 4,\n",
       " 'Anirudh  Goyal': 1,\n",
       " 'Christopher Pal': 2,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Ian J. Goodfellow': 1,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Manjunath Kudlur': 1,\n",
       " 'Kirthevasan Kandasamy': 1,\n",
       " 'Yoram Bachrach': 1,\n",
       " 'Ryota Tomioka': 2,\n",
       " 'David Carter': 1,\n",
       " 'Guillaume Berger': 1,\n",
       " 'Roland Memisevic': 1,\n",
       " 'Hang Qi': 1,\n",
       " 'Evan R. Sparks': 1,\n",
       " 'Nitish Shirish Keskar': 3,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Jorge Nocedal': 1,\n",
       " 'Mikhail Smelyanskiy': 1,\n",
       " 'Jacek M. Bajor': 1,\n",
       " 'Thomas A. Lasko': 1,\n",
       " 'Wentao Huang': 1,\n",
       " 'Kechen Zhang': 1,\n",
       " 'Pau Rodríguez': 1,\n",
       " 'Jordi Gonzàlez': 1,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'Josep M. Gonfaus': 1,\n",
       " 'Xavier Roca': 1,\n",
       " 'Tian Zhao': 1,\n",
       " 'Xiao Bing Huang': 1,\n",
       " 'Yu Cao': 1,\n",
       " 'Yanpei Liu': 1,\n",
       " 'Xinyun Chen': 4,\n",
       " 'Chang Liu': 3,\n",
       " 'Werner Zellinger': 1,\n",
       " 'Thomas Grubinger': 1,\n",
       " 'Edwin Lughofer': 1,\n",
       " 'Thomas Natschläger': 1,\n",
       " 'Susanne Saminger-Platz': 1,\n",
       " 'Haizi Yu': 1,\n",
       " 'Lav R. Varshney': 1,\n",
       " 'Andrej Karpathy': 1,\n",
       " 'William Chan': 2,\n",
       " 'Yu Zhang': 2,\n",
       " 'Navdeep Jaitly': 1,\n",
       " 'Cezary Kaliszyk': 1,\n",
       " 'François Chollet': 1,\n",
       " 'Christian Szegedy': 2,\n",
       " 'Yossi Adi': 1,\n",
       " 'Einat Kermany': 2,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Yoav Goldberg': 1,\n",
       " 'Leon Bottou': 1,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'Zachary C. Lipton': 5,\n",
       " 'Animashree Anandkumar': 5,\n",
       " 'Adam Trischler': 4,\n",
       " 'Demis Hassabis': 4,\n",
       " 'Igor Mordatch': 5,\n",
       " 'Douwe Kiela': 5,\n",
       " 'Bo Li': 5,\n",
       " 'Ludovic Denoyer': 4,\n",
       " 'Graham W. Taylor': 2,\n",
       " 'Dmitriy Serdyuk': 2,\n",
       " 'Devansh Arpit': 4,\n",
       " 'Alistair Muldal': 2,\n",
       " 'Yuval Tassa': 3,\n",
       " 'Gerald Tesauro': 2,\n",
       " 'Yingzhen Li': 3,\n",
       " 'Pieter-Jan Kindermans': 2,\n",
       " 'Dumitru Erhan': 3,\n",
       " 'Trapit Bansal': 2,\n",
       " 'Jinsung Yoon': 3,\n",
       " 'Mihaela van der Schaar': 4,\n",
       " 'Maximilian Igl': 3,\n",
       " 'Frank Wood': 2,\n",
       " 'Vikash Kumar': 3,\n",
       " 'Moustapha Cisse': 2,\n",
       " 'Warren He': 2,\n",
       " 'Karl Tuyls': 4,\n",
       " 'Stephen Clark': 3,\n",
       " 'Masanori Koyama': 3,\n",
       " 'Sandeep Subramanian': 3,\n",
       " 'Christopher J Pal': 2,\n",
       " 'Alex Graves': 2,\n",
       " 'Elad Hoffer': 3,\n",
       " 'Daniel Soudry': 3,\n",
       " 'Corentin Tallec': 2,\n",
       " 'Yann Ollivier': 2,\n",
       " 'Abbas Abdolmaleki': 3,\n",
       " 'Guillaume Lample': 4,\n",
       " 'Alexis Conneau': 2,\n",
       " 'Asit Mishra': 2,\n",
       " 'Debbie Marr': 2,\n",
       " 'Qiang Liu': 4,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Yi Zhang': 3,\n",
       " 'Nicolas Courty': 2,\n",
       " 'Kostas Daniilidis': 3,\n",
       " 'Sameer Singh': 3,\n",
       " 'Aviv Tamar': 2,\n",
       " 'Laurens van der Maaten': 2,\n",
       " 'Yi Zhou': 4,\n",
       " 'Nathan Srebro': 4,\n",
       " 'Tianyi Zhou': 2,\n",
       " 'Dan Horgan': 2,\n",
       " 'David Budden': 3,\n",
       " 'Gabriel Barth-Maron': 3,\n",
       " 'Matteo Hessel': 3,\n",
       " 'Yoshitaka Ushiku': 2,\n",
       " 'Tatsuya Harada': 3,\n",
       " 'Stefano Ermon': 4,\n",
       " 'Aurelien Lucchi': 2,\n",
       " 'Thomas Hofmann': 2,\n",
       " 'Yasaman Bahri': 3,\n",
       " 'Roman Novak': 4,\n",
       " 'Jeffrey Pennington': 4,\n",
       " 'Ben Goodrich': 2,\n",
       " 'Will Dabney': 4,\n",
       " 'Aidan N. Gomez': 2,\n",
       " 'Charles Blundell': 3,\n",
       " 'Byron Boots': 4,\n",
       " 'Jasper Snoek': 2,\n",
       " 'Alexandros G. Dimakis': 2,\n",
       " 'Szymon Sidor': 2,\n",
       " 'Jason D. Lee': 3,\n",
       " 'Mohammad Gheshlaghi Azar': 2,\n",
       " 'Bilal Piot': 3,\n",
       " 'Percy Liang': 4,\n",
       " 'Prateek Jain': 2,\n",
       " 'Matthew Riemer': 2,\n",
       " 'Jonas Rauber *': 1,\n",
       " 'Bojian Yin': 1,\n",
       " 'Marleen Balvert': 1,\n",
       " 'Davide Zambrano': 1,\n",
       " 'Alexander Schoenhuth': 1,\n",
       " 'Sander Bohte': 1,\n",
       " 'Daniel Jiwoong Im': 1,\n",
       " 'He Ma': 1,\n",
       " 'Alessandro Sordoni': 2,\n",
       " 'Chris Pal': 2,\n",
       " 'Emmanuel de Bezenac': 2,\n",
       " 'Arthur Pajot': 2,\n",
       " 'Patrick Gallinari': 2,\n",
       " 'Feiwen Zhu': 1,\n",
       " 'Michael Andersch': 1,\n",
       " 'Jeremy Appleyard': 1,\n",
       " 'Fung Xie': 1,\n",
       " 'Zohar Ringel': 1,\n",
       " 'Rodrigo Andrade de Bem': 1,\n",
       " 'Ozan Sener': 2,\n",
       " 'Silvio Savarese': 1,\n",
       " 'Konrad Zolna': 1,\n",
       " 'Dendi Suhubdy': 1,\n",
       " 'Mikołaj Bińkowski': 2,\n",
       " 'Michael Arbel': 1,\n",
       " 'Yishu Miao': 1,\n",
       " 'Gabor Melis': 2,\n",
       " 'Adhiguna Kuncoro': 1,\n",
       " 'Brandon Amos': 1,\n",
       " 'Serkan Cabi': 1,\n",
       " 'Thomas Rothörl': 1,\n",
       " 'Sergio Gómez Colmenarejo': 1,\n",
       " 'Mikhail Khodak': 2,\n",
       " 'Nikunj Saunshi': 1,\n",
       " 'Kiran Vodrahalli': 1,\n",
       " 'William Fedus': 3,\n",
       " 'William Falcon': 1,\n",
       " 'Henning Schulzrinne': 1,\n",
       " 'Xu Chen': 1,\n",
       " 'Jiang Wang': 1,\n",
       " 'Hao Ge': 1,\n",
       " 'Marlos C. Machado': 2,\n",
       " 'Miao Liu': 2,\n",
       " 'Kevin T. Feigelis': 1,\n",
       " 'Blue Sheffer': 1,\n",
       " 'Daniel L. K. Yamins': 1,\n",
       " 'Cuong V. Nguyen': 1,\n",
       " 'Thang D. Bui': 1,\n",
       " 'Kristof T. Schütt': 1,\n",
       " 'Maximilian Alber': 1,\n",
       " 'Klaus-Robert Müller': 2,\n",
       " 'Been Kim': 1,\n",
       " 'Sven Dähne': 1,\n",
       " 'Nicolas Sonnerat': 1,\n",
       " 'Christopher P Burgess': 1,\n",
       " 'Matko Bošnjak': 1,\n",
       " 'Murray Shanahan': 2,\n",
       " 'Seyed-Mohsen Moosavi-Dezfooli': 1,\n",
       " 'Alhussein Fawzi': 1,\n",
       " 'Omar Fawzi': 1,\n",
       " 'Pascal Frossard': 1,\n",
       " 'Bo Zong': 2,\n",
       " 'Qi Song': 1,\n",
       " 'Martin Renqiang Min': 1,\n",
       " 'Wei Cheng': 2,\n",
       " 'Cristian Lumezanu': 1,\n",
       " 'Daeki Cho': 1,\n",
       " 'Haifeng Chen': 2,\n",
       " 'Maruan Al-Shedivat': 1,\n",
       " 'Yura Burda': 1,\n",
       " 'Azalia Mirhoseini': 1,\n",
       " 'Anna Goldie': 1,\n",
       " 'Hieu Pham': 2,\n",
       " 'Benoit Steiner': 1,\n",
       " 'Katrina Evtimova': 1,\n",
       " 'Andrew Drozdov': 1,\n",
       " 'Hyeji Kim': 1,\n",
       " 'Yihan Jiang': 1,\n",
       " 'Ranvir B. Rana': 1,\n",
       " 'Sreeram Kannan': 1,\n",
       " 'Sewoong Oh': 1,\n",
       " 'Chulhee Yun': 3,\n",
       " 'Suvrit Sra': 3,\n",
       " 'Ali Jadbabaie': 3,\n",
       " 'James Jordon': 3,\n",
       " 'Abhay Yadav': 1,\n",
       " 'Sohil Shah': 1,\n",
       " 'Zheng Xu': 1,\n",
       " 'David Jacobs': 2,\n",
       " 'Tom Goldstein': 3,\n",
       " 'Paulius Micikevicius': 1,\n",
       " 'Jonah Alben': 1,\n",
       " 'Gregory Diamos': 1,\n",
       " 'David Garcia': 1,\n",
       " 'Boris Ginsburg': 1,\n",
       " 'Michael Houston': 1,\n",
       " 'Oleksii Kuchaiev': 1,\n",
       " 'Ganesh Venkatesh': 1,\n",
       " 'Hao Wu': 1,\n",
       " 'Quan Hoang': 1,\n",
       " 'Tu Dinh Nguyen': 1,\n",
       " 'Trung Le': 2,\n",
       " 'Dinh Phung': 2,\n",
       " 'Travis Williams': 1,\n",
       " 'Robert Li': 1,\n",
       " 'Tuan Anh Le': 1,\n",
       " 'Tom Rainforth': 2,\n",
       " 'Tom Jin': 1,\n",
       " 'Shiv Shankar*': 1,\n",
       " 'Vihari Piratla*': 1,\n",
       " 'Soumen Chakrabarti': 1,\n",
       " 'Siddhartha Chaudhuri': 1,\n",
       " 'Preethi Jyothi': 1,\n",
       " 'Sunita Sarawagi': 3,\n",
       " 'Dibya Ghosh': 2,\n",
       " 'Avi Singh': 2,\n",
       " 'Hongyi Zhang': 2,\n",
       " 'Yann N. Dauphin': 2,\n",
       " 'Chen Xu': 1,\n",
       " 'Jianqiang Yao': 1,\n",
       " 'Zhouchen Lin': 1,\n",
       " 'Wenwu Ou': 1,\n",
       " 'Yuanbin Cao': 1,\n",
       " 'Zhirong Wang': 1,\n",
       " 'Hongbin Zha': 1,\n",
       " 'Chaowei Xiao': 2,\n",
       " 'Jun-Yan Zhu': 2,\n",
       " 'Mingyan Liu': 1,\n",
       " 'Xingyu Liu': 1,\n",
       " 'Stanisław Jastrzebski': 1,\n",
       " 'Vikas Verma': 2,\n",
       " 'Karl Moritz Hermann': 2,\n",
       " 'Yujun Lin': 2,\n",
       " 'Yu Wang': 1,\n",
       " 'Bill Dally': 1,\n",
       " 'Yeming Wen': 2,\n",
       " 'Paul Vicol': 2,\n",
       " 'David Rolnick': 2,\n",
       " 'Max Tegmark': 1,\n",
       " 'Adam Lerer': 1,\n",
       " 'Guillaume Bellec': 1,\n",
       " 'David Kappel': 1,\n",
       " 'Wolfgang Maass': 1,\n",
       " 'Robert Legenstein': 1,\n",
       " 'Jie Chen': 1,\n",
       " 'Tengfei Ma': 2,\n",
       " 'Cao Xiao': 1,\n",
       " 'Alexander G. de G. Matthews': 2,\n",
       " 'Jiri Hron': 3,\n",
       " 'Mark Rowland': 2,\n",
       " 'Cian Eastwood': 1,\n",
       " 'Christopher K. I. Williams': 1,\n",
       " 'William R. Zame': 1,\n",
       " 'Artemij Amiranashvili': 1,\n",
       " 'Thomas Brox': 2,\n",
       " 'Yan Wu': 1,\n",
       " 'Greg Wayne': 3,\n",
       " 'Aleksandar Bojchevski': 2,\n",
       " 'Stephan Günnemann': 3,\n",
       " 'Devendra Singh Chaplot': 2,\n",
       " 'Toshiki Kataoka': 1,\n",
       " 'Yuichi Yoshida': 1,\n",
       " 'Cathy Wu': 1,\n",
       " 'Alexandre M Bayen': 1,\n",
       " 'Valentin Khrulkov': 2,\n",
       " 'Alexander Novikov': 1,\n",
       " 'Ivan Oseledets': 3,\n",
       " 'Rémi Leblond': 1,\n",
       " 'Jean-Baptiste Alayrac': 1,\n",
       " 'Anton Osokin': 1,\n",
       " 'Simon Lacoste-Julien': 3,\n",
       " 'Itay Hubara': 1,\n",
       " 'Chris Ying': 1,\n",
       " 'Romain Paulus': 1,\n",
       " 'Manuel Molano-Mazon': 1,\n",
       " 'Arno Onken': 2,\n",
       " 'Eugenio Piasini*': 1,\n",
       " 'Stefano Panzeri*': 1,\n",
       " 'Yanshuai Cao': 1,\n",
       " 'Gavin Weiguang Ding': 3,\n",
       " 'Kry Yik-Chau Lui': 1,\n",
       " 'Ruitong Huang': 3,\n",
       " 'Yichen Gong': 1,\n",
       " 'Heng Luo': 1,\n",
       " 'Jian Zhang': 2,\n",
       " 'Ricky Fok': 1,\n",
       " 'Aijun An': 1,\n",
       " 'Zana Rashidi': 1,\n",
       " 'Xiaogang Wang': 2,\n",
       " 'Adam C. Earle': 1,\n",
       " 'Andrew M. Saxe': 1,\n",
       " 'Benjamin Rosman': 1,\n",
       " 'Ozsel Kilinc': 1,\n",
       " 'Ismail Uysal': 1,\n",
       " 'Dave Janz': 1,\n",
       " 'Jos van der Westhuizen': 1,\n",
       " 'Brooks Paige': 2,\n",
       " 'Matt Kusner': 1,\n",
       " 'Voot Tangkaratt': 2,\n",
       " 'Masashi Sugiyama': 2,\n",
       " 'Sjoerd van Steenkiste': 2,\n",
       " 'Lifu Tu': 1,\n",
       " 'Jiaxin Shi': 2,\n",
       " 'Shengyang Sun': 2,\n",
       " 'Jun Zhu': 3,\n",
       " 'Hervé Jégou': 3,\n",
       " 'Mario Geiger': 1,\n",
       " 'Jonas Köhler': 1,\n",
       " 'Jiachen Yang': 2,\n",
       " 'Xiaojing Ye': 1,\n",
       " 'Rakshit Trivedi': 2,\n",
       " 'Huan Xu': 2,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'Hippolyt Ritter': 1,\n",
       " 'Aleksandar Botev': 2,\n",
       " 'David Barber': 3,\n",
       " 'Pengchuan Zhang': 1,\n",
       " 'Tao Xu': 1,\n",
       " 'Xiaodong He': 1,\n",
       " 'Saumya Jetley': 1,\n",
       " 'Nicholas A. Lord': 1,\n",
       " 'Namhoon Lee': 3,\n",
       " 'Philip H. S. Torr': 3,\n",
       " 'Karol Hausman': 2,\n",
       " 'Matt Johnson': 1,\n",
       " 'Ke Zhai': 1,\n",
       " 'Huan Wang': 1,\n",
       " 'Pan Zhou': 1,\n",
       " 'Jiashi Feng': 2,\n",
       " 'Alon Brutzkus': 1,\n",
       " 'Amir Globerson': 2,\n",
       " 'Eran Malach': 1,\n",
       " 'Shai Shalev-Shwartz': 2,\n",
       " 'Brian Bullins': 1,\n",
       " 'Cyril Zhang': 2,\n",
       " 'Eric Martin': 1,\n",
       " 'Chris Cundy': 1,\n",
       " 'Hsin-Yuan Huang': 2,\n",
       " 'Chenguang Zhu': 1,\n",
       " 'Yelong Shen': 1,\n",
       " 'Weizhu Chen': 2,\n",
       " 'Rémi Flamary': 1,\n",
       " 'Mélanie Ducoffe': 1,\n",
       " 'Carlos Esteves': 1,\n",
       " 'Christine Allen-Blanchette': 1,\n",
       " 'Xiaowei Zhou': 1,\n",
       " 'Dejiao Zhang': 1,\n",
       " 'Haozhu Wang': 1,\n",
       " 'Mario Figueiredo': 1,\n",
       " 'Laura Balzano': 1,\n",
       " 'Jörn-Henrik Jacobsen': 1,\n",
       " 'Arnold W.M. Smeulders': 1,\n",
       " 'Edouard Oyallon': 1,\n",
       " 'Guneet S. Dhillon': 1,\n",
       " 'Kamyar Azizzadenesheli': 2,\n",
       " ...}"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allAuthorsA_2017_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "authorsR_2017 = pd.read_pickle('data/author/rejected_authors2017.pickle')\n",
    "authorsR_2018 = pd.read_pickle('data/author/rejected_authors2018.pickle')\n",
    "authorsR_2019 = pd.read_pickle('data/author/rejected_authors2019.pickle')\n",
    "authorsR_2020 = pd.read_pickle('data/author/rejected_authors2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "allAuthorsR_2017_2020 = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = authorR_2017\n",
    "for author in data.keys():\n",
    "    if author not in allAuthorsR_2017_2020.keys():\n",
    "        allAuthorsR_2017_2020[author] = data[author]\n",
    "    else:\n",
    "        allAuthorsR_2017_2020[author]+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/rejected_authors2017_2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(allAuthorsR_2017_2020, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 5,\n",
       " 'Jianfeng Gao': 4,\n",
       " 'Honglak Lee': 4,\n",
       " 'Kotaro Nakayama': 4,\n",
       " 'Yutaka Matsuo': 4,\n",
       " 'Pushmeet Kohli': 3,\n",
       " 'Quoc V. Le': 3,\n",
       " 'Dawn Song': 3,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Kyunghyun Cho': 3,\n",
       " 'Ilya Sutskever': 3,\n",
       " 'Ludovic Denoyer': 3,\n",
       " 'Masahiro Suzuki': 3,\n",
       " 'Li Deng': 2,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Edward Choi': 2,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Jimeng Sun': 2,\n",
       " 'Samy Bengio': 2,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Lukasz Kaiser': 2,\n",
       " 'Aaron Courville': 2,\n",
       " 'Levent Sagun': 2,\n",
       " 'Yann LeCun': 2,\n",
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       " 'Itay Hubara': 2,\n",
       " 'Kai Arulkumaran': 2,\n",
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       " 'Xi Chen': 2,\n",
       " 'Yan Duan': 2,\n",
       " 'John Schulman': 2,\n",
       " 'Pieter Abbeel': 2,\n",
       " 'Sungjin Ahn': 2,\n",
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       " 'Caiming Xiong': 2,\n",
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       " 'Tom Zahavy': 2,\n",
       " 'Shie Mannor': 2,\n",
       " 'Daniel Jiwoong Im': 2,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
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       " 'Mir Rosenberg': 1,\n",
       " 'Xia Song': 1,\n",
       " 'Saurabh Tiwary': 1,\n",
       " 'Rangan Majumder': 1,\n",
       " 'Jörn-Henrik Jacobsen': 1,\n",
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       " 'Arnold W.M. Smeulders': 1,\n",
       " 'Aditya Grover': 1,\n",
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       " '': 1,\n",
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       " 'Rasool Fakoor': 1,\n",
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       " 'Krzysztof Chalupka': 1,\n",
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       " 'Leonardo O. Mazza': 1,\n",
       " 'Daniel R. Figueiredo': 1,\n",
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       " 'Xiaoyong Du': 1,\n",
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       " 'Tianxiang Gao': 1,\n",
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       " 'Jiantao Jiao': 1,\n",
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       " 'Cheng-Zhi Anna Huang': 1,\n",
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       " 'Jiashi Feng': 1,\n",
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       " 'Eric Price': 1,\n",
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       " 'Timothee LESORT': 1,\n",
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       " 'Yunheung Paek': 1,\n",
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       " 'Kaheer Suleman': 1,\n",
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       " 'Yann N. Dauphin': 1,\n",
       " 'Zichao Yang': 1,\n",
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       " 'Andrea Vedaldi': 1,\n",
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       " 'Aurelie Lozano': 1,\n",
       " 'Antonio Valerio Miceli Barone': 1,\n",
       " 'Anna C. Gilbert': 1,\n",
       " 'Yi Zhang': 1,\n",
       " 'Kibok Lee': 1,\n",
       " 'Yuting Zhang': 1,\n",
       " 'Jakob Foerster': 1,\n",
       " 'Justin Gilmer': 1,\n",
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       " 'David Sussillo': 1,\n",
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       " 'and Mahdieh Abbasi': 1,\n",
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       " 'Rahul G. Krishnan': 1,\n",
       " 'Matthew Hoffman': 1,\n",
       " 'Tao Lin': 1,\n",
       " 'Tian Guo': 1,\n",
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       " 'Frederic Precioso': 1,\n",
       " 'Vivek Ramamurthy': 1,\n",
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       " 'Ian Fischer': 1,\n",
       " 'Miguel Lazaro-Gredilla': 1,\n",
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       " 'Paul Hongsuck Seo': 1,\n",
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       " 'Xiaohui Shen': 1,\n",
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       " 'Dmitry P. Vetrov': 1,\n",
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       " 'Sebastian Höfer': 1,\n",
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       " 'Xiaojun Xu': 1,\n",
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       " 'Shai Rozenberg': 1,\n",
       " 'Randall Balestriero': 1,\n",
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       " 'Zhaofan Qiu': 1,\n",
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       " 'Anil Anthony Bharath': 1,\n",
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       " 'Marius Bartcus': 1,\n",
       " 'Faicel Chamroukhi': 1,\n",
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       " 'Mukund Sundararajan': 1,\n",
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       " 'Antonio Vergari': 1,\n",
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       " 'Floriana Esposito': 1,\n",
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       " 'Wei Zhang': 1,\n",
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       " 'Filip De Turck': 1,\n",
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       " 'Stefan Lee': 1,\n",
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       " 'Sebastian Riedel': 1,\n",
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       " 'Terrance E. Boult': 1,\n",
       " 'Chun-Liang Li': 1,\n",
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       " 'Zachary C. Lipton': 1,\n",
       " 'Lihong Li': 1,\n",
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       " 'Prajit Ramachandran': 1,\n",
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       " 'Naiyan Wang': 1,\n",
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       " 'Takeshi Onishi': 1,\n",
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       " 'Jaehyung Kim': 1,\n",
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       " 'Guy L. Steele Jr.': 1,\n",
       " 'Nikolas Wolfe': 1,\n",
       " 'Aditya Sharma': 1,\n",
       " 'Lukas Drude': 1,\n",
       " 'Bhiksha Raj': 1,\n",
       " 'Joji Toyama': 1,\n",
       " 'Masanori Misono': 1,\n",
       " 'Thomas Nedelec': 1,\n",
       " 'Elena Smirnova': 1,\n",
       " 'Flavian Vasile': 1,\n",
       " 'Mingbo Ma': 1,\n",
       " 'Liang Huang': 1,\n",
       " 'Taewan Kim': 1,\n",
       " 'Kazuma Hashimoto': 1,\n",
       " 'Yoshimasa Tsuruoka': 1,\n",
       " 'Alfredo Canziani': 1,\n",
       " 'Adam Paszke': 1,\n",
       " 'Eugenio Culurciello': 1,\n",
       " 'Jayanth Koushik': 1,\n",
       " 'Hiroaki Hayashi': 1,\n",
       " 'Guillaume Alain': 1,\n",
       " 'Ramesh Nallapati': 1,\n",
       " 'Bowen Zhou and Mingbo Ma': 1,\n",
       " 'Chao-Yuan Wu': 1,\n",
       " 'Amr Ahmed': 1,\n",
       " 'Alex Beutel': 1,\n",
       " 'Alexander J. Smola': 1,\n",
       " 'Alex Nowak': 1,\n",
       " 'Joan Bruna': 1,\n",
       " 'Alessandro Magnani': 1,\n",
       " 'Abhinandan Krishnan': 1,\n",
       " 'Shengdong Zhang': 1,\n",
       " 'Soheil Bahrampour': 1,\n",
       " 'Naveen Ramakrishnan': 1,\n",
       " 'Mohak Shah': 1,\n",
       " 'Jay Yoon Lee': 1,\n",
       " 'Daniel Berio': 1,\n",
       " 'Memo Akten': 1,\n",
       " 'Frederic Fol Leymarie': 1,\n",
       " 'Mick Grierson': 1,\n",
       " 'Réjean Plamondon': 1,\n",
       " 'Yan Wang': 1,\n",
       " 'Kun He': 1,\n",
       " 'John E. Hopcroft': 1,\n",
       " 'Yu Sun': 1,\n",
       " 'Hugo Larochelle': 1,\n",
       " 'Pascal Vincent': 1,\n",
       " 'Gerald Tesauro': 1}"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allAuthorsR_2017_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "authorsS_2017 = pd.read_pickle('data/author/topAuthors2017.pickle')\n",
    "authorsS_2018 = pd.read_pickle('data/author/topAuthors2018.pickle')\n",
    "authorsS_2019 = pd.read_pickle('data/author/topAuthors2019.pickle')\n",
    "authorsS_2020 = pd.read_pickle('data/author/topAuthors2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "allAuthorsS_2017_2020 = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = authorS_2020\n",
    "for author in data.keys():\n",
    "    if author not in allAuthorsS_2017_2020.keys():\n",
    "        allAuthorsS_2017_2020[author] = data[author]\n",
    "    else:\n",
    "        allAuthorsS_2017_2020[author]+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 17,\n",
       " 'Aaron Courville': 12,\n",
       " 'Pieter Abbeel': 11,\n",
       " 'Max Welling': 9,\n",
       " 'Pushmeet Kohli': 9,\n",
       " 'Richard Socher': 9,\n",
       " 'Samy Bengio': 8,\n",
       " 'Jianfeng Gao': 7,\n",
       " 'Honglak Lee': 8,\n",
       " 'Sergey Levine': 8,\n",
       " 'Dawn Song': 8,\n",
       " 'Yann LeCun': 7,\n",
       " 'Ilya Sutskever': 8,\n",
       " 'Jascha Sohl-Dickstein': 8,\n",
       " 'Caiming Xiong': 8,\n",
       " 'Quoc V. Le': 8,\n",
       " 'Kevin Gimpel': 6,\n",
       " 'Yan Duan': 5,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Jason Weston': 7,\n",
       " 'Balaraman Ravindran': 7,\n",
       " 'Xi Chen': 5,\n",
       " 'Ruslan Salakhutdinov': 7,\n",
       " 'Ben Poole': 7,\n",
       " 'Kotaro Nakayama': 5,\n",
       " 'Yutaka Matsuo': 7,\n",
       " 'Dan Hendrycks': 4,\n",
       " 'Quoc Le': 4,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Daniel Tarlow': 5,\n",
       " 'Jiwei Li': 4,\n",
       " 'Sungjin Ahn': 4,\n",
       " 'Levent Sagun': 3,\n",
       " 'John Schulman': 4,\n",
       " 'Zhilin Yang': 4,\n",
       " 'William W. Cohen': 6,\n",
       " 'Le Song': 6,\n",
       " 'Joan Bruna': 6,\n",
       " 'Nando de Freitas': 6,\n",
       " 'Phil Blunsom': 6,\n",
       " 'Chris Dyer': 6,\n",
       " 'Lukasz Kaiser': 6,\n",
       " 'Hugo Larochelle': 6,\n",
       " 'Razvan Pascanu': 6,\n",
       " 'Philip Bachman': 3,\n",
       " 'Bing Xiang': 3,\n",
       " 'Bowen Zhou': 4,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'Ludovic Denoyer': 6,\n",
       " 'Masahiro Suzuki': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Li Deng': 3,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Remi Munos': 5,\n",
       " 'Antoine Bordes': 3,\n",
       " 'Caglar Gulcehre': 4,\n",
       " 'Francesco Visin': 3,\n",
       " 'Alexander L. Gaunt': 4,\n",
       " 'Marc Brockschmidt': 5,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Jing Jiang': 4,\n",
       " 'Lior Wolf': 5,\n",
       " 'Richard Shin': 4,\n",
       " 'Sanjay Purushotham': 3,\n",
       " 'Yan Liu': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " 'Raquel Urtasun': 3,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Timo Aila': 4,\n",
       " 'Jan Kautz': 4,\n",
       " 'Kristin Branson': 3,\n",
       " 'Stefano Soatto': 5,\n",
       " 'Anitha Kannan': 2,\n",
       " 'Dhruv Batra': 5,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Tim Salimans': 4,\n",
       " 'Bhuwan Dhingra': 3,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Shengjie Wang': 4,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Frank Hutter': 5,\n",
       " 'Justin Gilmer': 4,\n",
       " 'Surya Ganguli': 3,\n",
       " 'Asim Kadav': 2,\n",
       " 'Roger Grosse': 5,\n",
       " 'Nicolas Le Roux': 4,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Pascal Vincent': 5,\n",
       " 'Misha Denil': 5,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Wang Ling': 5,\n",
       " 'Wojciech Marian Czarnecki': 2,\n",
       " 'Tom Schaul': 3,\n",
       " 'David Silver': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'Mohammad Norouzi': 5,\n",
       " 'Anirudh Goyal': 5,\n",
       " 'Joelle Pineau': 5,\n",
       " 'Andrew Zisserman': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'John E. Hopcroft': 4,\n",
       " 'David Sussillo': 3,\n",
       " 'Weiran Wang': 3,\n",
       " 'Karen Livescu': 3,\n",
       " 'Abdel-rahman Mohamed': 2,\n",
       " 'Lihong Li': 5,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Arvind Neelakantan': 2,\n",
       " 'Ameet Talwalkar': 5,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Geoffrey Hinton': 3,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Tim Cooijmans': 2,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Anbang Yao': 3,\n",
       " 'Yurong Chen': 3,\n",
       " 'Song Han': 5,\n",
       " 'Sharan Narang': 4,\n",
       " 'Huizi Mao': 3,\n",
       " 'Erich Elsen': 5,\n",
       " 'William J. Dally': 3,\n",
       " 'Kundan Kumar': 3,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Moritz Hardt': 5,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Eduard Hovy': 5,\n",
       " 'James Martens': 3,\n",
       " 'Alban Desmaison': 2,\n",
       " 'Philip H.S. Torr': 2,\n",
       " 'Ian Fischer': 5,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Alex Lamb': 5,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Mo Yu': 3,\n",
       " 'Tim Rocktäschel': 5,\n",
       " 'Sebastian Riedel': 4,\n",
       " 'Tegan Maharaj': 2,\n",
       " 'Nan Rosemary Ke': 5,\n",
       " 'Christopher Pal': 3,\n",
       " 'Ryota Tomioka': 4,\n",
       " 'Xinyun Chen': 5,\n",
       " 'Chang Liu': 4,\n",
       " 'Yu Zhang': 4,\n",
       " 'Yoav Goldberg': 3,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Edward Choi': 3,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Jimeng Sun': 3,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Leon Bottou': 4,\n",
       " 'Adam Trischler': 4,\n",
       " 'Alessandro Sordoni': 4,\n",
       " 'Michael Auli': 4,\n",
       " 'David Grangier': 3,\n",
       " 'Rico Jonschkowski': 2,\n",
       " 'Oliver Brock': 2,\n",
       " 'Itay Hubara': 3,\n",
       " 'Kai Arulkumaran': 3,\n",
       " 'Hervé Glotin': 2,\n",
       " 'Sarath Chandar': 2,\n",
       " 'Tom Zahavy': 2,\n",
       " 'Shie Mannor': 3,\n",
       " 'Daniel Jiwoong Im': 3,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Hsiao-Yu Tung': 1,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Soumyajit De': 1,\n",
       " 'Aaditya Ramdas': 1,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Tri Nguyen': 1,\n",
       " 'Mir Rosenberg': 1,\n",
       " 'Xia Song': 2,\n",
       " 'Saurabh Tiwary': 2,\n",
       " 'Rangan Majumder': 1,\n",
       " 'Jörn-Henrik Jacobsen': 3,\n",
       " 'Bert De Brabandere': 2,\n",
       " 'Arnold W.M. Smeulders': 2,\n",
       " 'Xingyi Li': 1,\n",
       " 'Fuxin Li': 2,\n",
       " 'Xiaoli Fern': 2,\n",
       " 'Raviv Raich': 1,\n",
       " 'Minmin Chen': 2,\n",
       " 'Takeru Miyato': 3,\n",
       " 'Barret Zoph': 3,\n",
       " 'Ruben Villegas': 1,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Xunyu Lin': 1,\n",
       " 'Gabriel Loaiza-Ganem *': 1,\n",
       " 'Yuanjun Gao *': 1,\n",
       " 'John P. Cunningham': 1,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Arka Pal': 2,\n",
       " 'Christopher Burgess': 1,\n",
       " 'Xavier Glorot': 1,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Karen Ullrich': 1,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Carlos Florensa': 3,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Silvia Chiappa': 2,\n",
       " 'Sébastien Racaniere': 1,\n",
       " 'Daan Wierstra': 2,\n",
       " 'Angeliki Lazaridou': 3,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Eric Nalisnick': 3,\n",
       " 'Padhraic Smyth': 1,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Alex X. Lee': 4,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Daniel D. Johnson': 1,\n",
       " 'David Lopez-Paz': 4,\n",
       " 'Maxime Oquab': 1,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Abhishek Sinha': 2,\n",
       " 'Aahitagni Mukherjee': 1,\n",
       " 'Mausoom Sarkar': 2,\n",
       " 'Balaji Krishnamurthy': 3,\n",
       " 'Chengtao Li': 1,\n",
       " 'Nate Kushman': 3,\n",
       " 'Klaus Greff': 2,\n",
       " 'Rupesh K. Srivastava': 1,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Jin-Hwa Kim': 2,\n",
       " 'Kyoung-Woon On': 1,\n",
       " 'Woosang Lim': 1,\n",
       " 'Jeonghee Kim': 1,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Byoung-Tak Zhang': 3,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Adam Polyak': 3,\n",
       " 'Hakan Inan': 1,\n",
       " 'Khashayar Khosravi': 1,\n",
       " 'Jonathon Cai': 1,\n",
       " 'Ishan Durugkar': 3,\n",
       " 'Ian Gemp': 2,\n",
       " 'Sridhar Mahadevan': 1,\n",
       " 'Wilka Carvalho': 1,\n",
       " 'Tanachat Nilanon': 2,\n",
       " 'Ziang Xie': 1,\n",
       " 'Sida I. Wang': 1,\n",
       " 'Daniel Lévy': 1,\n",
       " 'Aiming Nie': 1,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Andrew Y. Ng': 1,\n",
       " 'Dustin Tran': 4,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Rif A. Saurous': 1,\n",
       " 'Eugene Brevdo': 1,\n",
       " 'David M. Blei': 3,\n",
       " 'Junyoung Chung': 1,\n",
       " 'Frank S.He': 1,\n",
       " 'Yang Liu': 4,\n",
       " 'Alexander G. Schwing': 2,\n",
       " 'Jian Peng': 4,\n",
       " 'Junbo Zhao': 1,\n",
       " 'Michael Mathieu': 1,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Bradly C Stadie': 1,\n",
       " 'Chris J. Maddison': 3,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Pavlo Molchanov': 1,\n",
       " 'Tero Karras': 3,\n",
       " 'Eyrun Eyjolfsdottir': 1,\n",
       " 'Yisong Yue': 4,\n",
       " 'Pietro Perona': 1,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Tianhe Yu': 2,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Anna Choromanska': 1,\n",
       " 'Carlo Baldassi': 1,\n",
       " 'Christian Borgs': 1,\n",
       " 'Jennifer Chayes': 1,\n",
       " 'Riccardo Zecchina': 1,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Tomer Ullman': 1,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Joshua Tenenbaum': 1,\n",
       " 'Janarthanan Rajendran': 2,\n",
       " 'Aravind Lakshminarayanan': 1,\n",
       " 'Mitesh M. Khapra': 1,\n",
       " 'Prasanna P': 1,\n",
       " 'Eleanor Batty': 1,\n",
       " 'Josh Merel': 4,\n",
       " 'Nora Brackbill': 1,\n",
       " 'Alexander Heitman': 1,\n",
       " 'Alexander Sher': 1,\n",
       " 'Alan Litke': 1,\n",
       " 'E.J. Chichilnisky': 1,\n",
       " 'Liam Paninski': 3,\n",
       " 'Jianwei Yang': 1,\n",
       " 'Devi Parikh': 3,\n",
       " 'Ke Li': 2,\n",
       " 'Jitendra Malik': 4,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Brian Cheung': 3,\n",
       " 'Eric Weiss': 1,\n",
       " 'Bruno Olshausen': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Junjie Hu': 1,\n",
       " 'Aniruddha Kembhavi': 1,\n",
       " 'Sewon Min': 2,\n",
       " 'Haoran Cai': 1,\n",
       " 'Jeff Bilmes': 3,\n",
       " 'William Noble': 1,\n",
       " 'Gregor Urban': 1,\n",
       " 'Krzysztof J. Geras': 1,\n",
       " 'Samira Ebrahimi Kahou': 1,\n",
       " 'Ozlem Aslan': 1,\n",
       " 'Abdelrahman Mohamed': 1,\n",
       " 'Matthai Philipose': 2,\n",
       " 'Matt Richardson': 1,\n",
       " 'Rich Caruana': 2,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Yan-Ming Zhang': 1,\n",
       " 'Shuang Li': 2,\n",
       " 'Greg Yang': 3,\n",
       " 'Alexander Rush': 1,\n",
       " 'Ivan Ustyuzhaninov *': 1,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Leon Gatys': 1,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Yuxin Wu': 1,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Timothy Dozat': 1,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Aaron Klein': 1,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Hao Li': 3,\n",
       " 'Igor Durdanovic': 1,\n",
       " 'Hanan Samet': 1,\n",
       " 'Hans Peter Graf': 1,\n",
       " 'Ilya Loshchilov': 3,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Veselin Raychev': 1,\n",
       " 'Martin Vechev': 4,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Coline Devin': 2,\n",
       " 'YuXuan Liu': 1,\n",
       " 'Yuhuai Wu': 3,\n",
       " 'Yuri Burda': 2,\n",
       " 'C. Daniel Freeman': 1,\n",
       " 'Florian Bordes': 2,\n",
       " 'Sina Honari': 1,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Sarvjeet Ghotra': 1,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Pulkit Agrawal': 3,\n",
       " 'Tejas D Kulkarni': 1,\n",
       " 'Tom Erez': 3,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Lei Yu': 3,\n",
       " 'Tomas Kocisky': 2,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Nicolas Papernot': 4,\n",
       " 'Martín Abadi': 1,\n",
       " 'Úlfar Erlingsson': 1,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Adriana Romero': 3,\n",
       " 'Pierre Luc Carrier': 1,\n",
       " 'Akram Erraqabi': 2,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Alex Auvolat': 1,\n",
       " 'Etienne Dejoie': 1,\n",
       " 'Marc-André Legault': 1,\n",
       " 'Marie-Pierre Dubé': 1,\n",
       " 'Julie G. Hussin': 1,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Maximilian Karl': 1,\n",
       " 'Maximilian Soelch': 1,\n",
       " 'Justin Bayer': 1,\n",
       " 'Patrick van der Smagt': 4,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Max Jaderberg': 1,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Tong Che': 2,\n",
       " 'Yanran Li': 1,\n",
       " 'Athul Jacob': 1,\n",
       " 'Wenjie Li': 2,\n",
       " 'Dzmitry Bahdanau': 3,\n",
       " 'Philemon Brakel': 3,\n",
       " 'Kelvin Xu': 4,\n",
       " 'Ryan Lowe': 1,\n",
       " 'Leonard Berrada': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Valero Laparra': 1,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Gao Huang': 4,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Zhuang Liu': 3,\n",
       " 'Kilian Q. Weinberger': 3,\n",
       " 'John Thickstun': 2,\n",
       " 'Zaid Harchaoui': 2,\n",
       " 'Sham Kakade': 3,\n",
       " 'Matej Balog': 2,\n",
       " 'Sebastian Nowozin': 4,\n",
       " 'W. James Murdoch': 4,\n",
       " 'Jasmine Collins': 1,\n",
       " 'Sahil Sharma': 2,\n",
       " 'Aravind S. Lakshminarayanan': 1,\n",
       " 'Wanjia He': 1,\n",
       " 'Emilio Parisotto': 3,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Aurko Roy': 3,\n",
       " 'Jason Tyler Rolfe': 1,\n",
       " 'Thomas Moreau': 2,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Tim Klinger': 3,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Joseph P. Bigus': 1,\n",
       " 'Murray Campbell': 2,\n",
       " 'Ban Kawas': 1,\n",
       " 'Kartik Talamadupula': 1,\n",
       " 'Gerry Tesauro': 1,\n",
       " 'Satinder   Singh': 1,\n",
       " 'Yacine Jernite': 1,\n",
       " 'Tomas Mikolov': 1,\n",
       " 'Stefan Depeweg': 1,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Finale Doshi-Velez': 1,\n",
       " 'Steffen Udluft': 1,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Iuri Frosio': 2,\n",
       " 'Jason Clemons': 1,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Hong Yu': 1,\n",
       " 'Martin Abadi': 1,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Dario Amodei': 1,\n",
       " 'Lu Hou': 3,\n",
       " 'Quanming Yao': 2,\n",
       " 'James T. Kwok': 4,\n",
       " 'Lisha Li': 3,\n",
       " 'Kevin Jamieson': 2,\n",
       " 'Giulia DeSalvo': 1,\n",
       " 'Afshin Rostamizadeh': 3,\n",
       " 'George Philipp': 2,\n",
       " 'Jaime G. Carbonell': 3,\n",
       " 'Gabriel Synnaeve': 4,\n",
       " 'Zeming Lin': 4,\n",
       " 'Soumith Chintala': 1,\n",
       " 'Andrew Cunningham': 1,\n",
       " 'Samuli Laine': 3,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Harrison Edwards': 3,\n",
       " 'Amos Storkey': 4,\n",
       " 'Jongsoo Park': 1,\n",
       " 'Sheng Li': 1,\n",
       " 'Wei Wen': 4,\n",
       " 'Hai Li': 4,\n",
       " 'Yiran Chen': 4,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'Aditya Grover': 2,\n",
       " 'Stefano Ermon': 4,\n",
       " 'William Lotter': 1,\n",
       " 'Gabriel Kreiman': 1,\n",
       " 'David Cox': 1,\n",
       " 'Noam Shazeer': 3,\n",
       " '*Azalia Mirhoseini': 1,\n",
       " '*Krzysztof Maziarz': 1,\n",
       " 'Andy Davis': 1,\n",
       " 'Jeff Dean': 2,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Richard E. Turner': 4,\n",
       " 'César Laurent': 1,\n",
       " 'Çağlar Gülçehre': 1,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Aojun Zhou': 2,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Lin Xu': 1,\n",
       " '': 1,\n",
       " 'Jeff Pool': 2,\n",
       " 'Enhao Gong': 1,\n",
       " 'Shijian Tang': 1,\n",
       " 'Peter Vajda': 1,\n",
       " 'Manohar Paluri': 1,\n",
       " 'John Tran': 1,\n",
       " 'Bryan Catanzaro': 2,\n",
       " 'Adji B. Dieng': 2,\n",
       " 'Chong Wang': 3,\n",
       " 'John Paisley': 1,\n",
       " 'Ronen Basri': 2,\n",
       " 'David W. Jacobs': 1,\n",
       " 'Jacob Goldberger': 1,\n",
       " 'Ehud Ben-Reuven': 1,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Rithesh Kumar': 2,\n",
       " 'Shubham Jain': 1,\n",
       " 'Jose Sotelo': 1,\n",
       " 'Gustav Larsson': 1,\n",
       " 'Michael Maire': 3,\n",
       " 'Gregory Shakhnarovich': 1,\n",
       " 'Yoojin Choi': 1,\n",
       " 'Mostafa El-Khamy': 1,\n",
       " 'Jungwon Lee': 1,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Benjamin Recht': 2,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Andrew J. Ballard': 1,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Carlo Condo': 1,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Zihang Dai': 3,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Bowen Baker': 2,\n",
       " 'Otkrist Gupta': 1,\n",
       " 'Nikhil Naik': 1,\n",
       " 'Ramesh Raskar': 1,\n",
       " 'Eric Jang': 2,\n",
       " 'Faruk Ahmed': 2,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'David Vazquez': 1,\n",
       " 'Xingyu Lin': 1,\n",
       " 'Hao Wang': 3,\n",
       " 'Zhihao Li': 1,\n",
       " 'Yimeng Zhang': 2,\n",
       " 'Alan Yuille': 4,\n",
       " 'Tai Sing Lee': 2,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Victor Bapst': 3,\n",
       " 'Jimmy Ba': 4,\n",
       " 'Piotr Mirowski': 1,\n",
       " 'Fabio Viola': 4,\n",
       " 'Hubert Soyer': 3,\n",
       " 'Andy Ballard': 1,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Laurent Sifre': 1,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Raia Hadsell': 4,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Chenzhuo Zhu': 1,\n",
       " 'Priyank Jaini': 1,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pablo Carbajal': 1,\n",
       " 'Edith Law': 1,\n",
       " 'Laura Middleton': 1,\n",
       " 'Kayla Regan': 1,\n",
       " 'Mike Schaekermann': 1,\n",
       " 'George Trimponias': 1,\n",
       " 'James Tung': 1,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Alexander A. Alemi': 3,\n",
       " 'Joshua V. Dillon': 2,\n",
       " 'Greg Diamos': 2,\n",
       " 'Shubho Sengupta': 1,\n",
       " 'Andrew Brock': 3,\n",
       " 'Theodore Lim': 1,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas N. Kipf': 1,\n",
       " 'Moshe Looks': 1,\n",
       " 'Marcello Herreshoff': 1,\n",
       " 'DeLesley Hutchins': 1,\n",
       " 'Peter Norvig': 1,\n",
       " 'Thomas Laurent': 2,\n",
       " 'James von Brecht': 1,\n",
       " 'Ishmael Belghazi': 1,\n",
       " 'Olivier Mastropietro': 2,\n",
       " 'Casper Kaae Sønderby': 1,\n",
       " 'Jose Caballero': 1,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Minwei Feng': 1,\n",
       " 'Cicero Nogueira dos Santos': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Suma Bhat': 1,\n",
       " 'Pramod Viswanath': 3,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Tim Genewein': 3,\n",
       " 'Volker Fischer': 1,\n",
       " 'Bastian Bischoff': 1,\n",
       " 'Michał Daniluk': 1,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Gautam Pai': 2,\n",
       " 'Aaron Wetzler': 1,\n",
       " 'Ron Kimmel': 2,\n",
       " 'Yongxin Yang': 2,\n",
       " 'Timothy M. Hospedales': 2,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Yoon Kim': 1,\n",
       " 'Carl Denton': 1,\n",
       " 'Luong Hoang': 1,\n",
       " 'Alexander M. Rush': 2,\n",
       " 'David Ha': 2,\n",
       " 'Xuezhe Ma': 3,\n",
       " 'Yingkai Gao': 1,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Victor Zhong': 4,\n",
       " 'Luisa M Zintgraf': 1,\n",
       " 'Taco S Cohen': 1,\n",
       " 'Tameem Adel': 2,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'David H. P. Turban': 1,\n",
       " 'Steven Hamblin': 1,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Sergey Zagoruyko': 1,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Loris Bazzani': 1,\n",
       " 'Lorenzo Torresani': 2,\n",
       " 'David Krueger': 3,\n",
       " 'Janos Kramar': 1,\n",
       " 'Mohammad Pezeshki': 1,\n",
       " 'Anirudh  Goyal': 1,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Ian J. Goodfellow': 1,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Manjunath Kudlur': 1,\n",
       " 'Kirthevasan Kandasamy': 1,\n",
       " 'Yoram Bachrach': 1,\n",
       " 'David Carter': 1,\n",
       " 'Guillaume Berger': 1,\n",
       " 'Roland Memisevic': 1,\n",
       " 'Hang Qi': 1,\n",
       " 'Evan R. Sparks': 1,\n",
       " 'Nitish Shirish Keskar': 4,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Jorge Nocedal': 1,\n",
       " 'Mikhail Smelyanskiy': 1,\n",
       " 'Jacek M. Bajor': 1,\n",
       " 'Thomas A. Lasko': 1,\n",
       " 'Wentao Huang': 1,\n",
       " 'Kechen Zhang': 1,\n",
       " 'Pau Rodríguez': 2,\n",
       " 'Jordi Gonzàlez': 2,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'Josep M. Gonfaus': 2,\n",
       " 'Xavier Roca': 2,\n",
       " 'Louis Shao': 1,\n",
       " 'Stephan Gouws': 3,\n",
       " 'Denny Britz': 1,\n",
       " 'Anna Goldie': 3,\n",
       " 'Brian Strope': 2,\n",
       " 'Ray Kurzweil': 2,\n",
       " 'Tian Zhao': 1,\n",
       " 'Xiao Bing Huang': 1,\n",
       " 'Yu Cao': 1,\n",
       " 'Yanpei Liu': 1,\n",
       " 'Werner Zellinger': 1,\n",
       " 'Thomas Grubinger': 1,\n",
       " 'Edwin Lughofer': 1,\n",
       " 'Thomas Natschläger': 1,\n",
       " 'Susanne Saminger-Platz': 1,\n",
       " 'Haizi Yu': 1,\n",
       " 'Lav R. Varshney': 1,\n",
       " 'Andrej Karpathy': 1,\n",
       " 'William Chan': 3,\n",
       " 'Navdeep Jaitly': 2,\n",
       " 'Cezary Kaliszyk': 1,\n",
       " 'François Chollet': 1,\n",
       " 'Christian Szegedy': 3,\n",
       " 'Yossi Adi': 1,\n",
       " 'Einat Kermany': 2,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Franziska Horn': 1,\n",
       " 'Klaus-Robert Müller': 3,\n",
       " 'Rasool Fakoor': 2,\n",
       " 'Margaret Mitchell': 1,\n",
       " 'Sing Bing Kang': 1,\n",
       " 'Krzysztof Chalupka': 1,\n",
       " 'Robert Chen': 1,\n",
       " 'Mohammad Ali Mehrolhassani': 1,\n",
       " 'Majid Mohammadi': 1,\n",
       " 'Pedro H. P. Savarese': 1,\n",
       " 'Leonardo O. Mazza': 1,\n",
       " 'Daniel R. Figueiredo': 1,\n",
       " 'Bofang Li': 1,\n",
       " 'Tao Liu': 1,\n",
       " 'Zhe Zhao': 1,\n",
       " 'Buzhou Tang': 1,\n",
       " 'Xiaoyong Du': 1,\n",
       " 'Irwan Bello*': 1,\n",
       " 'Hieu Pham*': 1,\n",
       " 'Qiang Liu': 4,\n",
       " 'Yihao Feng': 1,\n",
       " 'Tianxiang Gao': 1,\n",
       " 'Vladimir Jojic': 2,\n",
       " 'Xin Wang': 2,\n",
       " 'Joseph E. Gonzalez': 2,\n",
       " 'Sihan Li': 1,\n",
       " 'Jiantao Jiao': 1,\n",
       " 'Yanjun Han': 1,\n",
       " 'Tsachy Weissman': 2,\n",
       " 'Alberto Delmás Lascorz': 1,\n",
       " 'Sayeh Sharify': 1,\n",
       " 'Patrick Judd': 1,\n",
       " 'Andreas Moshovos': 1,\n",
       " 'Jianwen Xie': 2,\n",
       " 'Yang Lu': 1,\n",
       " 'Ruiqi Gao': 2,\n",
       " 'Song-Chun Zhu': 2,\n",
       " 'Ying Nian Wu': 3,\n",
       " 'Gabriel Pereyra': 2,\n",
       " 'George Tucker': 4,\n",
       " 'Zhengping Che': 2,\n",
       " 'David Sontag': 2,\n",
       " 'Cheng-Zhi Anna Huang': 2,\n",
       " 'Adam Roberts': 4,\n",
       " 'Douglas Eck': 3,\n",
       " 'Rudolf Kadlec': 2,\n",
       " 'Ondřej Bajgar': 1,\n",
       " 'Peter Hrincar': 1,\n",
       " 'Jan Kleindienst': 1,\n",
       " 'Wenyuan Zeng': 2,\n",
       " 'Wenjie Luo': 1,\n",
       " 'Sanja Fidler': 4,\n",
       " 'Hado van Hasselt': 4,\n",
       " 'Matteo Hessel': 4,\n",
       " 'Arthur Guez': 3,\n",
       " 'Tim Harley': 2,\n",
       " 'Gabriel Dulac-Arnold': 1,\n",
       " 'David Reichert': 4,\n",
       " 'Neil Rabinowitz': 2,\n",
       " 'Andre Barreto': 3,\n",
       " 'Thomas Degris': 1,\n",
       " 'Yunpeng Chen': 1,\n",
       " 'Xiaojie Jin': 2,\n",
       " 'Jiashi Feng': 3,\n",
       " 'Shuicheng Yan': 1,\n",
       " 'Eric Price': 3,\n",
       " 'Wojciech Zaremba': 1,\n",
       " 'Aurelia Léon': 1,\n",
       " 'Eugene Vorontsov': 1,\n",
       " 'Chiheb Trabelsi': 4,\n",
       " 'Samuel Kadoury': 1,\n",
       " 'Chris Pal': 3,\n",
       " 'Yuanzhi Ke': 1,\n",
       " 'Masafumi Hagiwara': 1,\n",
       " 'Timothee LESORT': 1,\n",
       " 'David FILLIAT': 1,\n",
       " 'Gyuwan Kim': 1,\n",
       " 'Hayoon Yi': 1,\n",
       " 'Jangho Lee': 1,\n",
       " 'Yunheung Paek': 1,\n",
       " 'Sungroh Yoon': 1,\n",
       " 'Serena Yeung': 1,\n",
       " 'Yann Dauphin': 3,\n",
       " 'Li Fei-Fei': 3,\n",
       " 'Weidi Xie': 1,\n",
       " 'Alison Noble': 1,\n",
       " 'Junhyuk Oh': 4,\n",
       " 'Satinder Singh': 4,\n",
       " 'Tong Wang': 1,\n",
       " 'Xingdi Yuan': 2,\n",
       " 'Justin Harris': 1,\n",
       " 'Kaheer Suleman': 1,\n",
       " 'Sajid Anwar': 1,\n",
       " 'Wonyong Sung': 2,\n",
       " 'Thomas Trogdon': 1,\n",
       " 'Patrick McClure': 1,\n",
       " 'Nikolaus Kriegeskorte': 1,\n",
       " 'Jonas Gehring': 1,\n",
       " 'Yann N. Dauphin': 3,\n",
       " 'Zichao Yang': 3,\n",
       " 'Joao F. Henriques': 2,\n",
       " 'Andrea Vedaldi': 3,\n",
       " 'Ron Dekel': 1,\n",
       " 'Karol Grzegorczyk': 1,\n",
       " 'Marcin Kurdziel': 1,\n",
       " 'Sahil Garg': 1,\n",
       " 'Irina Rish': 2,\n",
       " 'Guillermo Cecchi': 1,\n",
       " 'Aurelie Lozano': 1,\n",
       " 'Antonio Valerio Miceli Barone': 1,\n",
       " 'Anna C. Gilbert': 1,\n",
       " 'Yi Zhang': 4,\n",
       " 'Kibok Lee': 4,\n",
       " 'Yuting Zhang': 1,\n",
       " 'Jakob Foerster': 3,\n",
       " 'Jascha Sohl-dickstein': 2,\n",
       " 'Farkhondeh Kiaee': 1,\n",
       " 'Christian Gagné': 2,\n",
       " 'and Mahdieh Abbasi': 1,\n",
       " 'Lajanugen Logeswaran': 2,\n",
       " 'Dragomir Radev': 1,\n",
       " 'Rahul G. Krishnan': 1,\n",
       " 'Matthew Hoffman': 2,\n",
       " 'Tao Lin': 3,\n",
       " 'Tian Guo': 3,\n",
       " 'Karl Aberer': 2,\n",
       " 'Melanie Ducoffe': 1,\n",
       " 'Frederic Precioso': 1,\n",
       " 'Vivek Ramamurthy': 1,\n",
       " 'Nigel Duffy': 1,\n",
       " 'Jernej Kos': 2,\n",
       " 'Miguel Lazaro-Gredilla': 1,\n",
       " 'Yi Liu': 2,\n",
       " 'D. Scott Phoenix': 1,\n",
       " 'Dileep George': 1,\n",
       " 'Abram L. Friesen': 2,\n",
       " 'Pedro Domingos': 2,\n",
       " 'Evan Racah': 1,\n",
       " 'Christopher Beckham': 1,\n",
       " 'Prabhat': 2,\n",
       " 'Paul Hongsuck Seo': 1,\n",
       " 'Zhe Lin': 2,\n",
       " 'Scott Cohen': 1,\n",
       " 'Xiaohui Shen': 1,\n",
       " 'Bohyung Han': 1,\n",
       " 'Sergey Bartunov': 2,\n",
       " 'Dmitry P. Vetrov': 1,\n",
       " 'Federico Raue': 1,\n",
       " 'Sebastian Palacio': 1,\n",
       " 'Andreas Dengel': 1,\n",
       " 'Marcus Liwicki': 1,\n",
       " 'Hanjun Dai*': 1,\n",
       " 'Yichen Wang*': 1,\n",
       " 'Rakshit Trivedi': 3,\n",
       " 'Antonin Raffin': 1,\n",
       " 'Sebastian Höfer': 1,\n",
       " 'Freek Stulp': 1,\n",
       " 'Rui Luo': 3,\n",
       " 'Xiaojun Xu': 2,\n",
       " 'Weinan Zhang': 4,\n",
       " 'Jun Wang': 4,\n",
       " 'Nadav Bhonker': 1,\n",
       " 'Shai Rozenberg': 2,\n",
       " 'Randall Balestriero': 3,\n",
       " 'Herve Glotin': 1,\n",
       " 'Ting Yao': 1,\n",
       " 'Yingwei Pan': 1,\n",
       " 'Yehao Li': 1,\n",
       " 'Zhaofan Qiu': 1,\n",
       " 'Tao Mei': 1,\n",
       " 'Nat Dilokthanakul': 1,\n",
       " 'Pedro A. M. Mediano': 2,\n",
       " 'Marta Garnelo': 3,\n",
       " 'Matthew C.H. Lee': 1,\n",
       " 'Hugh Salimbeni': 1,\n",
       " 'Murray Shanahan': 4,\n",
       " 'Giambattista Parascandolo': 2,\n",
       " 'Heikki Huttunen': 1,\n",
       " 'Tuomas Virtanen': 1,\n",
       " 'Shota Horiguchi': 1,\n",
       " 'Daiki Ikami': 1,\n",
       " 'Kiyoharu Aizawa': 1,\n",
       " 'Adrian Benton': 1,\n",
       " 'Huda Khayrallah': 1,\n",
       " 'Biman Gujral': 1,\n",
       " 'Drew Reisinger': 1,\n",
       " 'Sheng Zhang': 1,\n",
       " 'Raman Arora': 2,\n",
       " 'Kenton Lee': 3,\n",
       " 'Tom Kwiatkowksi': 1,\n",
       " 'Ankur Parikh': 1,\n",
       " 'Dipanjan Das': 2,\n",
       " 'Antonia Creswell': 4,\n",
       " 'Anil Anthony Bharath': 1,\n",
       " 'N. Siddharth': 2,\n",
       " 'Brooks Paige': 3,\n",
       " 'Jan-Willem van de Meent': 1,\n",
       " 'Frank Wood': 2,\n",
       " 'Noah D. Goodman': 2,\n",
       " 'Grzegorz Swirszcz': 2,\n",
       " 'Joan Serrà': 2,\n",
       " 'Alexandros Karatzoglou': 2,\n",
       " 'Vincent Roger': 1,\n",
       " 'Marius Bartcus': 1,\n",
       " 'Faicel Chamroukhi': 1,\n",
       " 'Zhuoyuan Chen': 1,\n",
       " 'Han Zhao': 3,\n",
       " 'Xiao Liu': 1,\n",
       " 'Wei Xu': 3,\n",
       " 'Mukund Sundararajan': 2,\n",
       " 'Ankur Taly': 1,\n",
       " 'Qiqi Yan': 2,\n",
       " 'Antonio Vergari': 2,\n",
       " 'Robert Peharz': 2,\n",
       " 'Nicola Di Mauro': 1,\n",
       " 'Floriana Esposito': 1,\n",
       " 'John Boaz Lee': 1,\n",
       " 'Xiangnan Kong': 2,\n",
       " 'Alessandro Achille': 2,\n",
       " 'Elad Hoffer': 4,\n",
       " 'Nir Ailon': 1,\n",
       " 'Marc Goessling': 1,\n",
       " 'Yali Amit': 1,\n",
       " 'Yang Yu': 3,\n",
       " 'Wei Zhang': 4,\n",
       " 'Kazi Hasan': 1,\n",
       " 'Haoran Tang': 1,\n",
       " 'Rein Houthooft': 2,\n",
       " 'Davis Foote': 1,\n",
       " 'Adam Stooke': 1,\n",
       " 'Filip De Turck': 1,\n",
       " 'Ashwin K Vijayakumar': 1,\n",
       " 'Michael Cogswell': 1,\n",
       " 'Ramprasaath R. Selvaraju': 1,\n",
       " 'Qing Sun': 2,\n",
       " 'Stefan Lee': 3,\n",
       " 'David Crandall': 2,\n",
       " 'Avishkar Bhoopchand': 1,\n",
       " 'Earl Barr': 1,\n",
       " 'Bo Li': 4,\n",
       " 'Yevgeniy Vorobeychik': 2,\n",
       " 'Matthew Riemer': 4,\n",
       " 'Elham Khabiri': 1,\n",
       " 'Richard Goodwin': 1,\n",
       " 'Andras Rozsa': 1,\n",
       " 'Manuel Gunther': 1,\n",
       " 'Terrance E. Boult': 1,\n",
       " 'Chun-Liang Li': 3,\n",
       " 'Siamak Ravanbakhsh': 2,\n",
       " 'Barnabas Poczos': 3,\n",
       " 'Mehdi Cherti': 1,\n",
       " 'Balázs Kégl': 1,\n",
       " 'Akın Kazakçı': 1,\n",
       " 'Xin Zheng': 1,\n",
       " 'Zhenzhou Wu': 1,\n",
       " 'Yelong Shen': 2,\n",
       " 'Po-Sen Huang': 3,\n",
       " 'Weizhu Chen': 3,\n",
       " 'Yelong Shen*': 1,\n",
       " 'Po-Sen Huang*': 1,\n",
       " 'Ming-Wei Chang': 2,\n",
       " 'Edouard Oyallon': 3,\n",
       " 'Théodore Bluche': 1,\n",
       " 'Christopher Kermorvant': 1,\n",
       " 'Claude Touzet': 1,\n",
       " 'Xue Bin Peng': 3,\n",
       " 'Michiel van de Panne': 1,\n",
       " 'Linnan Wang': 2,\n",
       " 'Wei Wu': 3,\n",
       " 'George Bosilca': 1,\n",
       " 'Richard Vuduc': 1,\n",
       " 'Zenglin Xu': 3,\n",
       " 'Hyo-Eun Kim': 1,\n",
       " 'Sangheum Hwang': 1,\n",
       " 'Pranav Shyam': 1,\n",
       " 'Ambedkar Dukkipati': 1,\n",
       " 'Zachary C. Lipton': 3,\n",
       " 'Jianshu Chen': 3,\n",
       " 'Prajit Ramachandran': 2,\n",
       " 'Peter J. Liu': 2,\n",
       " 'Yanghao Li': 1,\n",
       " 'Naiyan Wang': 1,\n",
       " 'Jianping Shi': 1,\n",
       " 'Jiaying Liu': 2,\n",
       " 'Xiaodi Hou': 1,\n",
       " 'Heeyoul Choi': 2,\n",
       " 'Tanel Parnamaa': 1,\n",
       " 'Hanxiao Liu': 4,\n",
       " 'Shenjian Zhao': 1,\n",
       " 'Zhihua Zhang': 3,\n",
       " ...}"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allAuthorsS_2017_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "rbs_2017 = pd.read_pickle('data/author/acceptedBySubmitted2017.pickle')\n",
    "rbs_2018 = pd.read_pickle('data/author/acceptedBySubmitted2018.pickle')\n",
    "rbs_2019 = pd.read_pickle('data/author/acceptedBySubmitted2019.pickle')\n",
    "rbs_2020 = pd.read_pickle('data/author/acceptedBySubmitted2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "rbs_2017_2020 = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = abs_2017\n",
    "for author in data.keys():\n",
    "    if author not in rbs_2017_2020.keys():\n",
    "        rbs_2017_2020[author] = data[author]\n",
    "    else:\n",
    "        rbs_2017_2020[author]+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/rejectedBySubmitted2017_2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(rbs_2017_2020, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sergey Levine  1.0\n",
      "Koray Kavukcuoglu  1.0\n",
      "Jason Weston  1.0\n",
      "Quoc Le  1.0\n",
      "Volodymyr Mnih  1.0\n",
      "Daniel Tarlow  1.0\n",
      "Jiwei Li  1.0\n",
      "Tengyu Ma  1.0\n",
      "Andrew M. Dai  1.0\n",
      "Ian Goodfellow  1.0\n",
      "Shakir Mohamed  1.0\n",
      "Remi Munos  1.0\n",
      "Antoine Bordes  1.0\n",
      "Francesco Visin  1.0\n",
      "Alexander L. Gaunt  1.0\n",
      "Marc Brockschmidt  1.0\n",
      "Shuohang Wang  1.0\n",
      "Jing Jiang  1.0\n",
      "Kevin Murphy  1.0\n",
      "Alexander H. Miller  1.0\n",
      "Sumit Chopra  1.0\n",
      "Marc'Aurelio Ranzato  1.0\n",
      "Stephen Tyree  1.0\n",
      "Timo Aila  1.0\n",
      "Jan Kautz  1.0\n",
      "Diederik P. Kingma  1.0\n",
      "Tim Salimans  1.0\n",
      "Minjoon Seo  1.0\n",
      "Ali Farhadi  1.0\n",
      "Hannaneh Hajishirzi  1.0\n",
      "Shengjie Wang  1.0\n",
      "Arthur Szlam  1.0\n",
      "Frank Hutter  1.0\n",
      "Roger Grosse  1.0\n",
      "James Bradbury  1.0\n",
      "Stephen Merity  1.0\n",
      "Misha Denil  1.0\n",
      "Edward Grefenstette  1.0\n",
      "Ofir Nachum  1.0\n",
      "M. Pawan Kumar  1.0\n",
      "Edouard Grave  1.0\n",
      "Armand Joulin  1.0\n",
      "Ameet Talwalkar  1.0\n",
      "Nicolas Usunier  1.0\n",
      "Lucas Theis  1.0\n",
      "Wenzhe Shi  1.0\n",
      "Ferenc Huszár  1.0\n",
      "Ping Tak Peter Tang  1.0\n",
      "Shixiang Gu  1.0\n",
      "Nicolas Ballas  1.0\n",
      "Song Han  1.0\n",
      "Sharan Narang  1.0\n",
      "Huizi Mao  1.0\n",
      "Erich Elsen  1.0\n",
      "William J. Dally  1.0\n",
      "Kundan Kumar  1.0\n",
      "Ishaan Gulrajani  1.0\n",
      "Moritz Hardt  1.0\n",
      "Oriol Vinyals  1.0\n",
      "Nicolas Heess  1.0\n",
      "Eduard Hovy  1.0\n",
      "Vincent Dumoulin  1.0\n",
      "Martin Arjovsky  1.0\n",
      "Dougal J. Sutherland  1.0\n",
      "Hsiao-Yu Tung  1.0\n",
      "Heiko Strathmann  1.0\n",
      "Soumyajit De  1.0\n",
      "Aaditya Ramdas  1.0\n",
      "Alex Smola  1.0\n",
      "Arthur Gretton  1.0\n",
      "Sanjeev Arora  1.0\n",
      "Yingyu Liang  1.0\n",
      "Xingyi Li  1.0\n",
      "Fuxin Li  1.0\n",
      "Xiaoli Fern  1.0\n",
      "Raviv Raich  1.0\n",
      "Minmin Chen  1.0\n",
      "Takeru Miyato  1.0\n",
      "Barret Zoph  1.0\n",
      "Ruben Villegas  1.0\n",
      "Jimei Yang  1.0\n",
      "Seunghoon Hong  1.0\n",
      "Xunyu Lin  1.0\n",
      "Gabriel Loaiza-Ganem *  1.0\n",
      "Yuanjun Gao *  1.0\n",
      "John P. Cunningham  1.0\n",
      "Irina Higgins  1.0\n",
      "Loic Matthey  1.0\n",
      "Arka Pal  1.0\n",
      "Christopher Burgess  1.0\n",
      "Xavier Glorot  1.0\n",
      "Matthew Botvinick  1.0\n",
      "Alexander Lerchner  1.0\n",
      "Karen Ullrich  1.0\n",
      "Edward Meeds  1.0\n",
      "Yingzhen Yang  1.0\n",
      "Jiahui Yu  1.0\n",
      "Jianchao Yang  1.0\n",
      "Thomas S. Huang  1.0\n",
      "Carlos Florensa  1.0\n",
      "Brendan O'Donoghue  1.0\n",
      "Silvia Chiappa  1.0\n",
      "Sébastien Racaniere  1.0\n",
      "Daan Wierstra  1.0\n",
      "Angeliki Lazaridou  1.0\n",
      "Alexander Peysakhovich  1.0\n",
      "Marco Baroni  1.0\n",
      "Eric Nalisnick  1.0\n",
      "Padhraic Smyth  1.0\n",
      "Peter O'Connor  1.0\n",
      "Jeff Donahue  1.0\n",
      "Philipp Krähenbühl  1.0\n",
      "Trevor Darrell  1.0\n",
      "Alex X. Lee  1.0\n",
      "Y-Lan Boureau  1.0\n",
      "Daniel D. Johnson  1.0\n",
      "David Lopez-Paz  1.0\n",
      "Maxime Oquab  1.0\n",
      "Marcin Moczulski  1.0\n",
      "Abhishek Sinha  1.0\n",
      "Aahitagni Mukherjee  1.0\n",
      "Mausoom Sarkar  1.0\n",
      "Balaji Krishnamurthy  1.0\n",
      "Chengtao Li  1.0\n",
      "Nate Kushman  1.0\n",
      "Klaus Greff  1.0\n",
      "Rupesh K. Srivastava  1.0\n",
      "Jürgen Schmidhuber  1.0\n",
      "Jin-Hwa Kim  1.0\n",
      "Kyoung-Woon On  1.0\n",
      "Woosang Lim  1.0\n",
      "Jeonghee Kim  1.0\n",
      "Jung-Woo Ha  1.0\n",
      "Byoung-Tak Zhang  1.0\n",
      "Yaniv Taigman  1.0\n",
      "Adam Polyak  1.0\n",
      "Hakan Inan  1.0\n",
      "Khashayar Khosravi  1.0\n",
      "Jonathon Cai  1.0\n",
      "Ishan Durugkar  1.0\n",
      "Ian Gemp  1.0\n",
      "Sridhar Mahadevan  1.0\n",
      "Wilka Carvalho  1.0\n",
      "Tanachat Nilanon  1.0\n",
      "Ziang Xie  1.0\n",
      "Sida I. Wang  1.0\n",
      "Daniel Lévy  1.0\n",
      "Aiming Nie  1.0\n",
      "Dan Jurafsky  1.0\n",
      "Andrew Y. Ng  1.0\n",
      "Dustin Tran  1.0\n",
      "Matthew D. Hoffman  1.0\n",
      "Rif A. Saurous  1.0\n",
      "Eugene Brevdo  1.0\n",
      "David M. Blei  1.0\n",
      "Junyoung Chung  1.0\n",
      "Frank S.He  1.0\n",
      "Yang Liu  1.0\n",
      "Alexander G. Schwing  1.0\n",
      "Jian Peng  1.0\n",
      "Junbo Zhao  1.0\n",
      "Michael Mathieu  1.0\n",
      "Mengye Ren  1.0\n",
      "Renjie Liao  1.0\n",
      "Fabian H. Sinz  1.0\n",
      "Richard S. Zemel  1.0\n",
      "Bradly C Stadie  1.0\n",
      "Chris J. Maddison  1.0\n",
      "Andriy Mnih  1.0\n",
      "Yee Whye Teh  1.0\n",
      "Pavlo Molchanov  1.0\n",
      "Tero Karras  1.0\n",
      "Eyrun Eyjolfsdottir  1.0\n",
      "Yisong Yue  1.0\n",
      "Pietro Perona  1.0\n",
      "Chelsea Finn  1.0\n",
      "Tianhe Yu  1.0\n",
      "Justin Fu  1.0\n",
      "Pratik Chaudhari  1.0\n",
      "Anna Choromanska  1.0\n",
      "Carlo Baldassi  1.0\n",
      "Christian Borgs  1.0\n",
      "Jennifer Chayes  1.0\n",
      "Riccardo Zecchina  1.0\n",
      "David Alvarez-Melis  1.0\n",
      "Tommi S. Jaakkola  1.0\n",
      "Michael Chang  1.0\n",
      "Tomer Ullman  1.0\n",
      "Antonio Torralba  1.0\n",
      "Joshua Tenenbaum  1.0\n",
      "Janarthanan Rajendran  1.0\n",
      "Aravind Lakshminarayanan  1.0\n",
      "Mitesh M. Khapra  1.0\n",
      "Prasanna P  1.0\n",
      "Eleanor Batty  1.0\n",
      "Josh Merel  1.0\n",
      "Nora Brackbill  1.0\n",
      "Alexander Heitman  1.0\n",
      "Alexander Sher  1.0\n",
      "Alan Litke  1.0\n",
      "E.J. Chichilnisky  1.0\n",
      "Liam Paninski  1.0\n",
      "Jianwei Yang  1.0\n",
      "Devi Parikh  1.0\n",
      "Ke Li  1.0\n",
      "Jitendra Malik  1.0\n",
      "Prafulla Dhariwal  1.0\n",
      "David Warde-Farley  1.0\n",
      "Brian Cheung  1.0\n",
      "Eric Weiss  1.0\n",
      "Bruno Olshausen  1.0\n",
      "Ye Yuan  1.0\n",
      "Junjie Hu  1.0\n",
      "Aniruddha Kembhavi  1.0\n",
      "Sewon Min  1.0\n",
      "Haoran Cai  1.0\n",
      "Jeff Bilmes  1.0\n",
      "William Noble  1.0\n",
      "Gregor Urban  1.0\n",
      "Krzysztof J. Geras  1.0\n",
      "Samira Ebrahimi Kahou  1.0\n",
      "Ozlem Aslan  1.0\n",
      "Abdelrahman Mohamed  1.0\n",
      "Matthai Philipose  1.0\n",
      "Matt Richardson  1.0\n",
      "Rich Caruana  1.0\n",
      "Hanjun Dai  1.0\n",
      "Bo Dai  1.0\n",
      "Yan-Ming Zhang  1.0\n",
      "Shuang Li  1.0\n",
      "Greg Yang  1.0\n",
      "Alexander Rush  1.0\n",
      "Ivan Ustyuzhaninov *  1.0\n",
      "Wieland Brendel *  1.0\n",
      "Leon Gatys  1.0\n",
      "Matthias Bethge  1.0\n",
      "Mikael Henaff  1.0\n",
      "Yuxin Wu  1.0\n",
      "Yuandong Tian  1.0\n",
      "Timothy Dozat  1.0\n",
      "Christopher D. Manning  1.0\n",
      "Aaron Klein  1.0\n",
      "Stefan Falkner  1.0\n",
      "Jost Tobias Springenberg  1.0\n",
      "Samuel S. Schoenholz  1.0\n",
      "Hao Li  1.0\n",
      "Igor Durdanovic  1.0\n",
      "Hanan Samet  1.0\n",
      "Hans Peter Graf  1.0\n",
      "Ilya Loshchilov  1.0\n",
      "Pavol Bielik  1.0\n",
      "Veselin Raychev  1.0\n",
      "Martin Vechev  1.0\n",
      "Abhishek Gupta  1.0\n",
      "Coline Devin  1.0\n",
      "YuXuan Liu  1.0\n",
      "Yuhuai Wu  1.0\n",
      "Yuri Burda  1.0\n",
      "C. Daniel Freeman  1.0\n",
      "Florian Bordes  1.0\n",
      "Sina Honari  1.0\n",
      "Aravind Rajeswaran  1.0\n",
      "Sarvjeet Ghotra  1.0\n",
      "Taco S. Cohen  1.0\n",
      "Pulkit Agrawal  1.0\n",
      "Tejas D Kulkarni  1.0\n",
      "Tom Erez  1.0\n",
      "Peter Battaglia  1.0\n",
      "Lei Yu  1.0\n",
      "Tomas Kocisky  1.0\n",
      "Dani Yogatama  1.0\n",
      "Nicolas Papernot  1.0\n",
      "Martín Abadi  1.0\n",
      "Úlfar Erlingsson  1.0\n",
      "Kunal Talwar  1.0\n",
      "Adriana Romero  1.0\n",
      "Pierre Luc Carrier  1.0\n",
      "Akram Erraqabi  1.0\n",
      "Tristan Sylvain  1.0\n",
      "Alex Auvolat  1.0\n",
      "Etienne Dejoie  1.0\n",
      "Marc-André Legault  1.0\n",
      "Marie-Pierre Dubé  1.0\n",
      "Julie G. Hussin  1.0\n",
      "Akash Srivastava  1.0\n",
      "Charles Sutton  1.0\n",
      "Maximilian Karl  1.0\n",
      "Maximilian Soelch  1.0\n",
      "Justin Bayer  1.0\n",
      "Patrick van der Smagt  1.0\n",
      "Shiyu Liang  1.0\n",
      "R. Srikant  1.0\n",
      "Max Jaderberg  1.0\n",
      "Joel Z Leibo  1.0\n",
      "Dale Schuurmans  1.0\n",
      "Tong Che  1.0\n",
      "Yanran Li  1.0\n",
      "Athul Jacob  1.0\n",
      "Wenjie Li  1.0\n",
      "Dzmitry Bahdanau  1.0\n",
      "Philemon Brakel  1.0\n",
      "Kelvin Xu  1.0\n",
      "Ryan Lowe  1.0\n",
      "Leonard Berrada  1.0\n",
      "Johannes Ballé  1.0\n",
      "Valero Laparra  1.0\n",
      "Eero P. Simoncelli  1.0\n",
      "Gao Huang  1.0\n",
      "Yixuan Li  1.0\n",
      "Geoff Pleiss  1.0\n",
      "Zhuang Liu  1.0\n",
      "Kilian Q. Weinberger  1.0\n",
      "John Thickstun  1.0\n",
      "Zaid Harchaoui  1.0\n",
      "Sham Kakade  1.0\n",
      "Matej Balog  1.0\n",
      "Sebastian Nowozin  1.0\n",
      "W. James Murdoch  1.0\n",
      "Jasmine Collins  1.0\n",
      "Sahil Sharma  1.0\n",
      "Aravind S. Lakshminarayanan  1.0\n",
      "Wanjia He  1.0\n",
      "Emilio Parisotto  1.0\n",
      "Rishabh Singh  1.0\n",
      "Dengyong Zhou  1.0\n",
      "Aurko Roy  1.0\n",
      "Jason Tyler Rolfe  1.0\n",
      "Thomas Moreau  1.0\n",
      "Xiaoxiao Guo  1.0\n",
      "Tim Klinger  1.0\n",
      "Clemens Rosenbaum  1.0\n",
      "Joseph P. Bigus  1.0\n",
      "Murray Campbell  1.0\n",
      "Ban Kawas  1.0\n",
      "Kartik Talamadupula  1.0\n",
      "Gerry Tesauro  1.0\n",
      "Satinder   Singh  1.0\n",
      "Yacine Jernite  1.0\n",
      "Tomas Mikolov  1.0\n",
      "Stefan Depeweg  1.0\n",
      "José Miguel Hernández-Lobato  1.0\n",
      "Finale Doshi-Velez  1.0\n",
      "Steffen Udluft  1.0\n",
      "Mohammad Babaeizadeh  1.0\n",
      "Iuri Frosio  1.0\n",
      "Jason Clemons  1.0\n",
      "Tsendsuren Munkhdalai  1.0\n",
      "Hong Yu  1.0\n",
      "Martin Abadi  1.0\n",
      "Andrew McCallum  1.0\n",
      "Dario Amodei  1.0\n",
      "Lu Hou  1.0\n",
      "Quanming Yao  1.0\n",
      "James T. Kwok  1.0\n",
      "Lisha Li  1.0\n",
      "Kevin Jamieson  1.0\n",
      "Giulia DeSalvo  1.0\n",
      "Afshin Rostamizadeh  1.0\n",
      "George Philipp  1.0\n",
      "Jaime G. Carbonell  1.0\n",
      "Gabriel Synnaeve  1.0\n",
      "Zeming Lin  1.0\n",
      "Soumith Chintala  1.0\n",
      "Andrew Cunningham  1.0\n",
      "Samuli Laine  1.0\n",
      "Sachin Ravi  1.0\n",
      "Harrison Edwards  1.0\n",
      "Amos Storkey  1.0\n",
      "Jongsoo Park  1.0\n",
      "Sheng Li  1.0\n",
      "Wei Wen  1.0\n",
      "Hai Li  1.0\n",
      "Yiran Chen  1.0\n",
      "Pradeep Dubey  1.0\n",
      "William Lotter  1.0\n",
      "Gabriel Kreiman  1.0\n",
      "David Cox  1.0\n",
      "Noam Shazeer  1.0\n",
      "*Azalia Mirhoseini  1.0\n",
      "*Krzysztof Maziarz  1.0\n",
      "Andy Davis  1.0\n",
      "Jeff Dean  1.0\n",
      "Timothy Lillicrap  1.0\n",
      "Zoubin Ghahramani  1.0\n",
      "Richard E. Turner  1.0\n",
      "César Laurent  1.0\n",
      "Çağlar Gülçehre  1.0\n",
      "Nadav Cohen  1.0\n",
      "Amnon Shashua  1.0\n",
      "Aojun Zhou  1.0\n",
      "Yiwen Guo  1.0\n",
      "Lin Xu  1.0\n",
      "Jeff Pool  1.0\n",
      "Enhao Gong  1.0\n",
      "Shijian Tang  1.0\n",
      "Peter Vajda  1.0\n",
      "Manohar Paluri  1.0\n",
      "John Tran  1.0\n",
      "Bryan Catanzaro  1.0\n",
      "Adji B. Dieng  1.0\n",
      "Chong Wang  1.0\n",
      "John Paisley  1.0\n",
      "Ronen Basri  1.0\n",
      "David W. Jacobs  1.0\n",
      "Jacob Goldberger  1.0\n",
      "Ehud Ben-Reuven  1.0\n",
      "Soroush Mehri  1.0\n",
      "Rithesh Kumar  1.0\n",
      "Shubham Jain  1.0\n",
      "Jose Sotelo  1.0\n",
      "Gustav Larsson  1.0\n",
      "Michael Maire  1.0\n",
      "Gregory Shakhnarovich  1.0\n",
      "Yoojin Choi  1.0\n",
      "Mostafa El-Khamy  1.0\n",
      "Jungwon Lee  1.0\n",
      "Chiyuan Zhang  1.0\n",
      "Benjamin Recht  1.0\n",
      "Akshay Balsubramani  1.0\n",
      "Jessica B. Hamrick  1.0\n",
      "Andrew J. Ballard  1.0\n",
      "Peter W. Battaglia  1.0\n",
      "Arash Ardakani  1.0\n",
      "Carlo Condo  1.0\n",
      "Warren J. Gross  1.0\n",
      "Zihang Dai  1.0\n",
      "Amjad Almahairi  1.0\n",
      "Bowen Baker  1.0\n",
      "Otkrist Gupta  1.0\n",
      "Nikhil Naik  1.0\n",
      "Ramesh Raskar  1.0\n",
      "Eric Jang  1.0\n",
      "Faruk Ahmed  1.0\n",
      "Adrien Ali Taiga  1.0\n",
      "David Vazquez  1.0\n",
      "Xingyu Lin  1.0\n",
      "Hao Wang  1.0\n",
      "Zhihao Li  1.0\n",
      "Yimeng Zhang  1.0\n",
      "Alan Yuille  1.0\n",
      "Tai Sing Lee  1.0\n",
      "Ziyu Wang  1.0\n",
      "Victor Bapst  1.0\n",
      "Jimmy Ba  1.0\n",
      "Piotr Mirowski  1.0\n",
      "Fabio Viola  1.0\n",
      "Hubert Soyer  1.0\n",
      "Andy Ballard  1.0\n",
      "Andrea Banino  1.0\n",
      "Ross Goroshin  1.0\n",
      "Laurent Sifre  1.0\n",
      "Dharshan Kumaran  1.0\n",
      "Raia Hadsell  1.0\n",
      "Rudy Bunel  1.0\n",
      "Chenzhuo Zhu  1.0\n",
      "Priyank Jaini  1.0\n",
      "Zhitang Chen  1.0\n",
      "Pablo Carbajal  1.0\n",
      "Edith Law  1.0\n",
      "Laura Middleton  1.0\n",
      "Kayla Regan  1.0\n",
      "Mike Schaekermann  1.0\n",
      "George Trimponias  1.0\n",
      "James Tung  1.0\n",
      "Pascal Poupart  1.0\n",
      "Alexander A. Alemi  1.0\n",
      "Joshua V. Dillon  1.0\n",
      "Greg Diamos  1.0\n",
      "Shubho Sengupta  1.0\n",
      "Andrew Brock  1.0\n",
      "Theodore Lim  1.0\n",
      "J.M. Ritchie  1.0\n",
      "Nick Weston  1.0\n",
      "Thomas N. Kipf  1.0\n",
      "Moshe Looks  1.0\n",
      "Marcello Herreshoff  1.0\n",
      "DeLesley Hutchins  1.0\n",
      "Peter Norvig  1.0\n",
      "Thomas Laurent  1.0\n",
      "James von Brecht  1.0\n",
      "Ishmael Belghazi  1.0\n",
      "Olivier Mastropietro  1.0\n",
      "Casper Kaae Sønderby  1.0\n",
      "Jose Caballero  1.0\n",
      "Zhouhan Lin  1.0\n",
      "Minwei Feng  1.0\n",
      "Cicero Nogueira dos Santos  1.0\n",
      "Jiaqi Mu  1.0\n",
      "Suma Bhat  1.0\n",
      "Pramod Viswanath  1.0\n",
      "Jan Hendrik Metzen  1.0\n",
      "Tim Genewein  1.0\n",
      "Volker Fischer  1.0\n",
      "Bastian Bischoff  1.0\n",
      "Michał Daniluk  1.0\n",
      "Johannes Welbl  1.0\n",
      "Gautam Pai  1.0\n",
      "Aaron Wetzler  1.0\n",
      "Ron Kimmel  1.0\n",
      "Yongxin Yang  1.0\n",
      "Timothy M. Hospedales  1.0\n",
      "Luke Metz  1.0\n",
      "David Pfau  1.0\n",
      "Yoon Kim  1.0\n",
      "Carl Denton  1.0\n",
      "Luong Hoang  1.0\n",
      "Alexander M. Rush  1.0\n",
      "David Ha  1.0\n",
      "Xuezhe Ma  1.0\n",
      "Yingkai Gao  1.0\n",
      "Zhiting Hu  1.0\n",
      "Yaoliang Yu  1.0\n",
      "Yuntian Deng  1.0\n",
      "Victor Zhong  1.0\n",
      "Luisa M Zintgraf  1.0\n",
      "Taco S Cohen  1.0\n",
      "Tameem Adel  1.0\n",
      "Laurent Dinh  1.0\n",
      "Alexey Dosovitskiy  1.0\n",
      "Vladlen Koltun  1.0\n",
      "Samuel L. Smith  1.0\n",
      "David H. P. Turban  1.0\n",
      "Steven Hamblin  1.0\n",
      "Nils Y. Hammerla  1.0\n",
      "Sergey Zagoruyko  1.0\n",
      "Nikos Komodakis  1.0\n",
      "Loris Bazzani  1.0\n",
      "Lorenzo Torresani  1.0\n",
      "David Krueger  1.0\n",
      "Janos Kramar  1.0\n",
      "Mohammad Pezeshki  1.0\n",
      "Anirudh  Goyal  1.0\n",
      "Alexey Kurakin  1.0\n",
      "Ian J. Goodfellow  1.0\n",
      "Jonathon Shlens  1.0\n",
      "Manjunath Kudlur  1.0\n",
      "Kirthevasan Kandasamy  1.0\n",
      "Yoram Bachrach  1.0\n",
      "David Carter  1.0\n",
      "Guillaume Berger  1.0\n",
      "Roland Memisevic  1.0\n",
      "Hang Qi  1.0\n",
      "Evan R. Sparks  1.0\n",
      "Nitish Shirish Keskar  1.0\n",
      "Dheevatsa Mudigere  1.0\n",
      "Jorge Nocedal  1.0\n",
      "Mikhail Smelyanskiy  1.0\n",
      "Jacek M. Bajor  1.0\n",
      "Thomas A. Lasko  1.0\n",
      "Wentao Huang  1.0\n",
      "Kechen Zhang  1.0\n",
      "Pau Rodríguez  1.0\n",
      "Jordi Gonzàlez  1.0\n",
      "Guillem Cucurull  1.0\n",
      "Josep M. Gonfaus  1.0\n",
      "Xavier Roca  1.0\n",
      "Tian Zhao  1.0\n",
      "Xiao Bing Huang  1.0\n",
      "Yu Cao  1.0\n",
      "Yanpei Liu  1.0\n",
      "Werner Zellinger  1.0\n",
      "Thomas Grubinger  1.0\n",
      "Edwin Lughofer  1.0\n",
      "Thomas Natschläger  1.0\n",
      "Susanne Saminger-Platz  1.0\n",
      "Haizi Yu  1.0\n",
      "Lav R. Varshney  1.0\n",
      "Andrej Karpathy  1.0\n",
      "William Chan  1.0\n",
      "Navdeep Jaitly  1.0\n",
      "Cezary Kaliszyk  1.0\n",
      "François Chollet  1.0\n",
      "Christian Szegedy  1.0\n",
      "Yossi Adi  1.0\n",
      "Einat Kermany  1.0\n",
      "Yonatan Belinkov  1.0\n",
      "Ofer Lavi  1.0\n",
      "Max Welling  0.8333333333333334\n",
      "Jascha Sohl-Dickstein  0.8\n",
      "Aaron Courville  0.7777777777777778\n",
      "Pieter Abbeel  0.75\n",
      "Balaraman Ravindran  0.75\n",
      "Ruslan Salakhutdinov  0.75\n",
      "Ben Poole  0.75\n",
      "Richard Socher  0.6666666666666666\n",
      "Samy Bengio  0.6666666666666666\n",
      "Zhilin Yang  0.6666666666666666\n",
      "William W. Cohen  0.6666666666666666\n",
      "Joan Bruna  0.6666666666666666\n",
      "Nando de Freitas  0.6666666666666666\n",
      "Phil Blunsom  0.6666666666666666\n",
      "Chris Dyer  0.6666666666666666\n",
      "Hugo Larochelle  0.6666666666666666\n",
      "Razvan Pascanu  0.6666666666666666\n",
      "Yoshua Bengio  0.6428571428571429\n",
      "Yann LeCun  0.6\n",
      "Caiming Xiong  0.6\n",
      "Pushmeet Kohli  0.5\n",
      "Yan Duan  0.5\n",
      "Xi Chen  0.5\n",
      "Caglar Gulcehre  0.5\n",
      "Lior Wolf  0.5\n",
      "Richard Shin  0.5\n",
      "Sanjay Purushotham  0.5\n",
      "Yan Liu  0.5\n",
      "Raquel Urtasun  0.5\n",
      "Kristin Branson  0.5\n",
      "Stefano Soatto  0.5\n",
      "Anitha Kannan  0.5\n",
      "Dhruv Batra  0.5\n",
      "Bhuwan Dhingra  0.5\n",
      "Justin Gilmer  0.5\n",
      "Surya Ganguli  0.5\n",
      "Asim Kadav  0.5\n",
      "Nicolas Le Roux  0.5\n",
      "Pascal Vincent  0.5\n",
      "Wang Ling  0.5\n",
      "Wojciech Marian Czarnecki  0.5\n",
      "Tom Schaul  0.5\n",
      "David Silver  0.5\n",
      "Mohammad Norouzi  0.5\n",
      "Anirudh Goyal  0.5\n",
      "Joelle Pineau  0.5\n",
      "Andrew Zisserman  0.5\n",
      "John E. Hopcroft  0.5\n",
      "David Sussillo  0.5\n",
      "Weiran Wang  0.5\n",
      "Karen Livescu  0.5\n",
      "Abdel-rahman Mohamed  0.5\n",
      "Lihong Li  0.5\n",
      "Arvind Neelakantan  0.5\n",
      "Geoffrey Hinton  0.5\n",
      "Tim Cooijmans  0.5\n",
      "Anbang Yao  0.5\n",
      "Yurong Chen  0.5\n",
      "James Martens  0.5\n",
      "Alban Desmaison  0.5\n",
      "Philip H.S. Torr  0.5\n",
      "Ian Fischer  0.5\n",
      "Alex Lamb  0.5\n",
      "Mo Yu  0.5\n",
      "Tim Rocktäschel  0.5\n",
      "Sebastian Riedel  0.5\n",
      "Tegan Maharaj  0.5\n",
      "Nan Rosemary Ke  0.5\n",
      "Christopher Pal  0.5\n",
      "Ryota Tomioka  0.5\n",
      "Xinyun Chen  0.5\n",
      "Chang Liu  0.5\n",
      "Yu Zhang  0.5\n",
      "Yoav Goldberg  0.5\n",
      "Leon Bottou  0.5\n",
      "Dawn Song  0.4\n",
      "Ilya Sutskever  0.4\n",
      "Quoc V. Le  0.4\n",
      "Dan Hendrycks  0.3333333333333333\n",
      "Sungjin Ahn  0.3333333333333333\n",
      "Levent Sagun  0.3333333333333333\n",
      "John Schulman  0.3333333333333333\n",
      "Le Song  0.3333333333333333\n",
      "Lukasz Kaiser  0.3333333333333333\n",
      "Philip Bachman  0.3333333333333333\n",
      "Bing Xiang  0.3333333333333333\n",
      "Bowen Zhou  0.3333333333333333\n",
      "Kevin Gimpel  0.25\n",
      "Honglak Lee  0.2\n",
      "Jianfeng Gao  0.2\n"
     ]
    }
   ],
   "source": [
    "for key in rbs_2017_2020.keys():\n",
    "    print(key+\"  \"+str(rbs_2017_2020[key]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accepted/Rejected By Subjected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "submissionAuthor2017 = pd.read_pickle('data/author/topAuthors2017.pickle')\n",
    "submissionAuthor2018 = pd.read_pickle('data/author/topAuthors2018.pickle')\n",
    "submissionAuthor2019 = pd.read_pickle('data/author/topAuthors2019.pickle')\n",
    "submissionAuthor2020 = pd.read_pickle('data/author/topAuthors2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "submissionAuthor = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for author in submissionAuthor2020.keys():\n",
    "    if author in submissionAuthor.keys():\n",
    "        submissionAuthor[author]+=1\n",
    "    else:\n",
    "        submissionAuthor[author]=submissionAuthor2020[author]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/submissionAuthor2017_2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(submissionAuthor, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 18,\n",
       " 'Aaron Courville': 12,\n",
       " 'Pieter Abbeel': 12,\n",
       " 'Max Welling': 9,\n",
       " 'Pushmeet Kohli': 9,\n",
       " 'Richard Socher': 10,\n",
       " 'Samy Bengio': 8,\n",
       " 'Jianfeng Gao': 7,\n",
       " 'Honglak Lee': 8,\n",
       " 'Sergey Levine': 9,\n",
       " 'Dawn Song': 9,\n",
       " 'Yann LeCun': 7,\n",
       " 'Ilya Sutskever': 8,\n",
       " 'Jascha Sohl-Dickstein': 8,\n",
       " 'Caiming Xiong': 9,\n",
       " 'Quoc V. Le': 9,\n",
       " 'Kevin Gimpel': 6,\n",
       " 'Yan Duan': 5,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Jason Weston': 7,\n",
       " 'Balaraman Ravindran': 7,\n",
       " 'Xi Chen': 5,\n",
       " 'Ruslan Salakhutdinov': 8,\n",
       " 'Ben Poole': 7,\n",
       " 'Kotaro Nakayama': 5,\n",
       " 'Yutaka Matsuo': 7,\n",
       " 'Dan Hendrycks': 4,\n",
       " 'Quoc Le': 4,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Daniel Tarlow': 5,\n",
       " 'Jiwei Li': 4,\n",
       " 'Sungjin Ahn': 4,\n",
       " 'Levent Sagun': 3,\n",
       " 'John Schulman': 4,\n",
       " 'Zhilin Yang': 4,\n",
       " 'William W. Cohen': 6,\n",
       " 'Le Song': 6,\n",
       " 'Joan Bruna': 6,\n",
       " 'Nando de Freitas': 6,\n",
       " 'Phil Blunsom': 6,\n",
       " 'Chris Dyer': 6,\n",
       " 'Lukasz Kaiser': 6,\n",
       " 'Hugo Larochelle': 6,\n",
       " 'Razvan Pascanu': 6,\n",
       " 'Philip Bachman': 3,\n",
       " 'Bing Xiang': 3,\n",
       " 'Bowen Zhou': 4,\n",
       " 'Kyunghyun Cho': 7,\n",
       " 'Ludovic Denoyer': 6,\n",
       " 'Masahiro Suzuki': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Li Deng': 3,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Remi Munos': 6,\n",
       " 'Antoine Bordes': 3,\n",
       " 'Caglar Gulcehre': 4,\n",
       " 'Francesco Visin': 3,\n",
       " 'Alexander L. Gaunt': 4,\n",
       " 'Marc Brockschmidt': 5,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Jing Jiang': 4,\n",
       " 'Lior Wolf': 5,\n",
       " 'Richard Shin': 4,\n",
       " 'Sanjay Purushotham': 3,\n",
       " 'Yan Liu': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " 'Raquel Urtasun': 3,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Timo Aila': 4,\n",
       " 'Jan Kautz': 4,\n",
       " 'Kristin Branson': 3,\n",
       " 'Stefano Soatto': 5,\n",
       " 'Anitha Kannan': 2,\n",
       " 'Dhruv Batra': 5,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Tim Salimans': 4,\n",
       " 'Bhuwan Dhingra': 3,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Shengjie Wang': 4,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Frank Hutter': 5,\n",
       " 'Justin Gilmer': 4,\n",
       " 'Surya Ganguli': 3,\n",
       " 'Asim Kadav': 2,\n",
       " 'Roger Grosse': 5,\n",
       " 'Nicolas Le Roux': 4,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Pascal Vincent': 5,\n",
       " 'Misha Denil': 5,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Wang Ling': 5,\n",
       " 'Wojciech Marian Czarnecki': 2,\n",
       " 'Tom Schaul': 3,\n",
       " 'David Silver': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'Mohammad Norouzi': 5,\n",
       " 'Anirudh Goyal': 5,\n",
       " 'Joelle Pineau': 5,\n",
       " 'Andrew Zisserman': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'John E. Hopcroft': 4,\n",
       " 'David Sussillo': 3,\n",
       " 'Weiran Wang': 3,\n",
       " 'Karen Livescu': 3,\n",
       " 'Abdel-rahman Mohamed': 2,\n",
       " 'Lihong Li': 5,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Arvind Neelakantan': 2,\n",
       " 'Ameet Talwalkar': 5,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Geoffrey Hinton': 3,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Tim Cooijmans': 2,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Anbang Yao': 3,\n",
       " 'Yurong Chen': 3,\n",
       " 'Song Han': 5,\n",
       " 'Sharan Narang': 4,\n",
       " 'Huizi Mao': 3,\n",
       " 'Erich Elsen': 5,\n",
       " 'William J. Dally': 3,\n",
       " 'Kundan Kumar': 3,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Moritz Hardt': 5,\n",
       " 'Oriol Vinyals': 6,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Eduard Hovy': 5,\n",
       " 'James Martens': 3,\n",
       " 'Alban Desmaison': 2,\n",
       " 'Philip H.S. Torr': 2,\n",
       " 'Ian Fischer': 5,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Alex Lamb': 5,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Mo Yu': 3,\n",
       " 'Tim Rocktäschel': 5,\n",
       " 'Sebastian Riedel': 4,\n",
       " 'Tegan Maharaj': 2,\n",
       " 'Nan Rosemary Ke': 5,\n",
       " 'Christopher Pal': 3,\n",
       " 'Ryota Tomioka': 4,\n",
       " 'Xinyun Chen': 5,\n",
       " 'Chang Liu': 4,\n",
       " 'Yu Zhang': 4,\n",
       " 'Yoav Goldberg': 3,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Edward Choi': 3,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Jimeng Sun': 3,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Leon Bottou': 4,\n",
       " 'Adam Trischler': 5,\n",
       " 'Alessandro Sordoni': 4,\n",
       " 'Michael Auli': 4,\n",
       " 'David Grangier': 3,\n",
       " 'Rico Jonschkowski': 2,\n",
       " 'Oliver Brock': 2,\n",
       " 'Itay Hubara': 3,\n",
       " 'Kai Arulkumaran': 3,\n",
       " 'Hervé Glotin': 2,\n",
       " 'Sarath Chandar': 2,\n",
       " 'Tom Zahavy': 2,\n",
       " 'Shie Mannor': 3,\n",
       " 'Daniel Jiwoong Im': 3,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Hsiao-Yu Tung': 1,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Soumyajit De': 1,\n",
       " 'Aaditya Ramdas': 1,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Tri Nguyen': 1,\n",
       " 'Mir Rosenberg': 1,\n",
       " 'Xia Song': 2,\n",
       " 'Saurabh Tiwary': 2,\n",
       " 'Rangan Majumder': 1,\n",
       " 'Jörn-Henrik Jacobsen': 3,\n",
       " 'Bert De Brabandere': 2,\n",
       " 'Arnold W.M. Smeulders': 2,\n",
       " 'Xingyi Li': 1,\n",
       " 'Fuxin Li': 2,\n",
       " 'Xiaoli Fern': 2,\n",
       " 'Raviv Raich': 1,\n",
       " 'Minmin Chen': 2,\n",
       " 'Takeru Miyato': 3,\n",
       " 'Barret Zoph': 3,\n",
       " 'Ruben Villegas': 1,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Xunyu Lin': 1,\n",
       " 'Gabriel Loaiza-Ganem *': 1,\n",
       " 'Yuanjun Gao *': 1,\n",
       " 'John P. Cunningham': 1,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Arka Pal': 2,\n",
       " 'Christopher Burgess': 1,\n",
       " 'Xavier Glorot': 1,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Karen Ullrich': 1,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Carlos Florensa': 3,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Silvia Chiappa': 2,\n",
       " 'Sébastien Racaniere': 1,\n",
       " 'Daan Wierstra': 2,\n",
       " 'Angeliki Lazaridou': 3,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Eric Nalisnick': 3,\n",
       " 'Padhraic Smyth': 1,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Alex X. Lee': 4,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Daniel D. Johnson': 1,\n",
       " 'David Lopez-Paz': 4,\n",
       " 'Maxime Oquab': 1,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Abhishek Sinha': 2,\n",
       " 'Aahitagni Mukherjee': 1,\n",
       " 'Mausoom Sarkar': 2,\n",
       " 'Balaji Krishnamurthy': 3,\n",
       " 'Chengtao Li': 1,\n",
       " 'Nate Kushman': 3,\n",
       " 'Klaus Greff': 2,\n",
       " 'Rupesh K. Srivastava': 1,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Jin-Hwa Kim': 2,\n",
       " 'Kyoung-Woon On': 1,\n",
       " 'Woosang Lim': 1,\n",
       " 'Jeonghee Kim': 1,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Byoung-Tak Zhang': 3,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Adam Polyak': 3,\n",
       " 'Hakan Inan': 1,\n",
       " 'Khashayar Khosravi': 1,\n",
       " 'Jonathon Cai': 1,\n",
       " 'Ishan Durugkar': 3,\n",
       " 'Ian Gemp': 2,\n",
       " 'Sridhar Mahadevan': 1,\n",
       " 'Wilka Carvalho': 1,\n",
       " 'Tanachat Nilanon': 2,\n",
       " 'Ziang Xie': 1,\n",
       " 'Sida I. Wang': 1,\n",
       " 'Daniel Lévy': 1,\n",
       " 'Aiming Nie': 1,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Andrew Y. Ng': 1,\n",
       " 'Dustin Tran': 4,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Rif A. Saurous': 1,\n",
       " 'Eugene Brevdo': 1,\n",
       " 'David M. Blei': 3,\n",
       " 'Junyoung Chung': 1,\n",
       " 'Frank S.He': 1,\n",
       " 'Yang Liu': 4,\n",
       " 'Alexander G. Schwing': 2,\n",
       " 'Jian Peng': 4,\n",
       " 'Junbo Zhao': 1,\n",
       " 'Michael Mathieu': 1,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Bradly C Stadie': 1,\n",
       " 'Chris J. Maddison': 3,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Pavlo Molchanov': 1,\n",
       " 'Tero Karras': 3,\n",
       " 'Eyrun Eyjolfsdottir': 1,\n",
       " 'Yisong Yue': 4,\n",
       " 'Pietro Perona': 1,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Tianhe Yu': 2,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Anna Choromanska': 1,\n",
       " 'Carlo Baldassi': 1,\n",
       " 'Christian Borgs': 1,\n",
       " 'Jennifer Chayes': 1,\n",
       " 'Riccardo Zecchina': 1,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Tomer Ullman': 1,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Joshua Tenenbaum': 1,\n",
       " 'Janarthanan Rajendran': 2,\n",
       " 'Aravind Lakshminarayanan': 1,\n",
       " 'Mitesh M. Khapra': 1,\n",
       " 'Prasanna P': 1,\n",
       " 'Eleanor Batty': 1,\n",
       " 'Josh Merel': 4,\n",
       " 'Nora Brackbill': 1,\n",
       " 'Alexander Heitman': 1,\n",
       " 'Alexander Sher': 1,\n",
       " 'Alan Litke': 1,\n",
       " 'E.J. Chichilnisky': 1,\n",
       " 'Liam Paninski': 3,\n",
       " 'Jianwei Yang': 1,\n",
       " 'Devi Parikh': 3,\n",
       " 'Ke Li': 2,\n",
       " 'Jitendra Malik': 4,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Brian Cheung': 3,\n",
       " 'Eric Weiss': 1,\n",
       " 'Bruno Olshausen': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Junjie Hu': 1,\n",
       " 'Aniruddha Kembhavi': 1,\n",
       " 'Sewon Min': 2,\n",
       " 'Haoran Cai': 1,\n",
       " 'Jeff Bilmes': 3,\n",
       " 'William Noble': 1,\n",
       " 'Gregor Urban': 1,\n",
       " 'Krzysztof J. Geras': 1,\n",
       " 'Samira Ebrahimi Kahou': 1,\n",
       " 'Ozlem Aslan': 1,\n",
       " 'Abdelrahman Mohamed': 1,\n",
       " 'Matthai Philipose': 2,\n",
       " 'Matt Richardson': 1,\n",
       " 'Rich Caruana': 2,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Yan-Ming Zhang': 1,\n",
       " 'Shuang Li': 2,\n",
       " 'Greg Yang': 3,\n",
       " 'Alexander Rush': 1,\n",
       " 'Ivan Ustyuzhaninov *': 1,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Leon Gatys': 1,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Yuxin Wu': 1,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Timothy Dozat': 1,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Aaron Klein': 1,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Hao Li': 3,\n",
       " 'Igor Durdanovic': 1,\n",
       " 'Hanan Samet': 1,\n",
       " 'Hans Peter Graf': 1,\n",
       " 'Ilya Loshchilov': 3,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Veselin Raychev': 1,\n",
       " 'Martin Vechev': 4,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Coline Devin': 2,\n",
       " 'YuXuan Liu': 1,\n",
       " 'Yuhuai Wu': 3,\n",
       " 'Yuri Burda': 2,\n",
       " 'C. Daniel Freeman': 1,\n",
       " 'Florian Bordes': 2,\n",
       " 'Sina Honari': 1,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Sarvjeet Ghotra': 1,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Pulkit Agrawal': 3,\n",
       " 'Tejas D Kulkarni': 1,\n",
       " 'Tom Erez': 3,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Lei Yu': 3,\n",
       " 'Tomas Kocisky': 2,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Nicolas Papernot': 4,\n",
       " 'Martín Abadi': 1,\n",
       " 'Úlfar Erlingsson': 1,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Adriana Romero': 3,\n",
       " 'Pierre Luc Carrier': 1,\n",
       " 'Akram Erraqabi': 2,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Alex Auvolat': 1,\n",
       " 'Etienne Dejoie': 1,\n",
       " 'Marc-André Legault': 1,\n",
       " 'Marie-Pierre Dubé': 1,\n",
       " 'Julie G. Hussin': 1,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Maximilian Karl': 1,\n",
       " 'Maximilian Soelch': 1,\n",
       " 'Justin Bayer': 1,\n",
       " 'Patrick van der Smagt': 4,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Max Jaderberg': 1,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Tong Che': 2,\n",
       " 'Yanran Li': 1,\n",
       " 'Athul Jacob': 1,\n",
       " 'Wenjie Li': 2,\n",
       " 'Dzmitry Bahdanau': 3,\n",
       " 'Philemon Brakel': 3,\n",
       " 'Kelvin Xu': 4,\n",
       " 'Ryan Lowe': 1,\n",
       " 'Leonard Berrada': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Valero Laparra': 1,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Gao Huang': 4,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Zhuang Liu': 3,\n",
       " 'Kilian Q. Weinberger': 3,\n",
       " 'John Thickstun': 2,\n",
       " 'Zaid Harchaoui': 2,\n",
       " 'Sham Kakade': 3,\n",
       " 'Matej Balog': 2,\n",
       " 'Sebastian Nowozin': 4,\n",
       " 'W. James Murdoch': 4,\n",
       " 'Jasmine Collins': 1,\n",
       " 'Sahil Sharma': 2,\n",
       " 'Aravind S. Lakshminarayanan': 1,\n",
       " 'Wanjia He': 1,\n",
       " 'Emilio Parisotto': 3,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Aurko Roy': 3,\n",
       " 'Jason Tyler Rolfe': 1,\n",
       " 'Thomas Moreau': 2,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Tim Klinger': 3,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Joseph P. Bigus': 1,\n",
       " 'Murray Campbell': 2,\n",
       " 'Ban Kawas': 1,\n",
       " 'Kartik Talamadupula': 1,\n",
       " 'Gerry Tesauro': 1,\n",
       " 'Satinder   Singh': 1,\n",
       " 'Yacine Jernite': 1,\n",
       " 'Tomas Mikolov': 1,\n",
       " 'Stefan Depeweg': 1,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Finale Doshi-Velez': 1,\n",
       " 'Steffen Udluft': 1,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Iuri Frosio': 2,\n",
       " 'Jason Clemons': 1,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Hong Yu': 1,\n",
       " 'Martin Abadi': 1,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Dario Amodei': 1,\n",
       " 'Lu Hou': 3,\n",
       " 'Quanming Yao': 2,\n",
       " 'James T. Kwok': 4,\n",
       " 'Lisha Li': 3,\n",
       " 'Kevin Jamieson': 2,\n",
       " 'Giulia DeSalvo': 1,\n",
       " 'Afshin Rostamizadeh': 3,\n",
       " 'George Philipp': 2,\n",
       " 'Jaime G. Carbonell': 3,\n",
       " 'Gabriel Synnaeve': 4,\n",
       " 'Zeming Lin': 4,\n",
       " 'Soumith Chintala': 1,\n",
       " 'Andrew Cunningham': 1,\n",
       " 'Samuli Laine': 3,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Harrison Edwards': 3,\n",
       " 'Amos Storkey': 4,\n",
       " 'Jongsoo Park': 1,\n",
       " 'Sheng Li': 1,\n",
       " 'Wei Wen': 4,\n",
       " 'Hai Li': 4,\n",
       " 'Yiran Chen': 4,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'Aditya Grover': 2,\n",
       " 'Stefano Ermon': 5,\n",
       " 'William Lotter': 1,\n",
       " 'Gabriel Kreiman': 1,\n",
       " 'David Cox': 1,\n",
       " 'Noam Shazeer': 3,\n",
       " '*Azalia Mirhoseini': 1,\n",
       " '*Krzysztof Maziarz': 1,\n",
       " 'Andy Davis': 1,\n",
       " 'Jeff Dean': 2,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Richard E. Turner': 4,\n",
       " 'César Laurent': 1,\n",
       " 'Çağlar Gülçehre': 1,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Aojun Zhou': 2,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Lin Xu': 1,\n",
       " '': 1,\n",
       " 'Jeff Pool': 2,\n",
       " 'Enhao Gong': 1,\n",
       " 'Shijian Tang': 1,\n",
       " 'Peter Vajda': 1,\n",
       " 'Manohar Paluri': 1,\n",
       " 'John Tran': 1,\n",
       " 'Bryan Catanzaro': 2,\n",
       " 'Adji B. Dieng': 2,\n",
       " 'Chong Wang': 3,\n",
       " 'John Paisley': 1,\n",
       " 'Ronen Basri': 2,\n",
       " 'David W. Jacobs': 1,\n",
       " 'Jacob Goldberger': 1,\n",
       " 'Ehud Ben-Reuven': 1,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Rithesh Kumar': 2,\n",
       " 'Shubham Jain': 1,\n",
       " 'Jose Sotelo': 1,\n",
       " 'Gustav Larsson': 1,\n",
       " 'Michael Maire': 3,\n",
       " 'Gregory Shakhnarovich': 1,\n",
       " 'Yoojin Choi': 1,\n",
       " 'Mostafa El-Khamy': 1,\n",
       " 'Jungwon Lee': 1,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Benjamin Recht': 2,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Andrew J. Ballard': 1,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Carlo Condo': 1,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Zihang Dai': 3,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Bowen Baker': 2,\n",
       " 'Otkrist Gupta': 1,\n",
       " 'Nikhil Naik': 1,\n",
       " 'Ramesh Raskar': 1,\n",
       " 'Eric Jang': 2,\n",
       " 'Faruk Ahmed': 2,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'David Vazquez': 1,\n",
       " 'Xingyu Lin': 1,\n",
       " 'Hao Wang': 3,\n",
       " 'Zhihao Li': 1,\n",
       " 'Yimeng Zhang': 2,\n",
       " 'Alan Yuille': 4,\n",
       " 'Tai Sing Lee': 2,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Victor Bapst': 3,\n",
       " 'Jimmy Ba': 4,\n",
       " 'Piotr Mirowski': 1,\n",
       " 'Fabio Viola': 4,\n",
       " 'Hubert Soyer': 3,\n",
       " 'Andy Ballard': 1,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Laurent Sifre': 1,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Raia Hadsell': 4,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Chenzhuo Zhu': 1,\n",
       " 'Priyank Jaini': 1,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pablo Carbajal': 1,\n",
       " 'Edith Law': 1,\n",
       " 'Laura Middleton': 1,\n",
       " 'Kayla Regan': 1,\n",
       " 'Mike Schaekermann': 1,\n",
       " 'George Trimponias': 1,\n",
       " 'James Tung': 1,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Alexander A. Alemi': 3,\n",
       " 'Joshua V. Dillon': 2,\n",
       " 'Greg Diamos': 2,\n",
       " 'Shubho Sengupta': 1,\n",
       " 'Andrew Brock': 3,\n",
       " 'Theodore Lim': 1,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas N. Kipf': 1,\n",
       " 'Moshe Looks': 1,\n",
       " 'Marcello Herreshoff': 1,\n",
       " 'DeLesley Hutchins': 1,\n",
       " 'Peter Norvig': 1,\n",
       " 'Thomas Laurent': 2,\n",
       " 'James von Brecht': 1,\n",
       " 'Ishmael Belghazi': 1,\n",
       " 'Olivier Mastropietro': 2,\n",
       " 'Casper Kaae Sønderby': 1,\n",
       " 'Jose Caballero': 1,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Minwei Feng': 1,\n",
       " 'Cicero Nogueira dos Santos': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Suma Bhat': 1,\n",
       " 'Pramod Viswanath': 3,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Tim Genewein': 3,\n",
       " 'Volker Fischer': 1,\n",
       " 'Bastian Bischoff': 1,\n",
       " 'Michał Daniluk': 1,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Gautam Pai': 2,\n",
       " 'Aaron Wetzler': 1,\n",
       " 'Ron Kimmel': 2,\n",
       " 'Yongxin Yang': 2,\n",
       " 'Timothy M. Hospedales': 2,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Yoon Kim': 1,\n",
       " 'Carl Denton': 1,\n",
       " 'Luong Hoang': 1,\n",
       " 'Alexander M. Rush': 2,\n",
       " 'David Ha': 2,\n",
       " 'Xuezhe Ma': 3,\n",
       " 'Yingkai Gao': 1,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Victor Zhong': 4,\n",
       " 'Luisa M Zintgraf': 1,\n",
       " 'Taco S Cohen': 1,\n",
       " 'Tameem Adel': 2,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'David H. P. Turban': 1,\n",
       " 'Steven Hamblin': 1,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Sergey Zagoruyko': 1,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Loris Bazzani': 1,\n",
       " 'Lorenzo Torresani': 2,\n",
       " 'David Krueger': 3,\n",
       " 'Janos Kramar': 1,\n",
       " 'Mohammad Pezeshki': 1,\n",
       " 'Anirudh  Goyal': 1,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Ian J. Goodfellow': 1,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Manjunath Kudlur': 1,\n",
       " 'Kirthevasan Kandasamy': 1,\n",
       " 'Yoram Bachrach': 1,\n",
       " 'David Carter': 1,\n",
       " 'Guillaume Berger': 1,\n",
       " 'Roland Memisevic': 1,\n",
       " 'Hang Qi': 1,\n",
       " 'Evan R. Sparks': 1,\n",
       " 'Nitish Shirish Keskar': 4,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Jorge Nocedal': 1,\n",
       " 'Mikhail Smelyanskiy': 1,\n",
       " 'Jacek M. Bajor': 1,\n",
       " 'Thomas A. Lasko': 1,\n",
       " 'Wentao Huang': 1,\n",
       " 'Kechen Zhang': 1,\n",
       " 'Pau Rodríguez': 2,\n",
       " 'Jordi Gonzàlez': 2,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'Josep M. Gonfaus': 2,\n",
       " 'Xavier Roca': 2,\n",
       " 'Louis Shao': 1,\n",
       " 'Stephan Gouws': 3,\n",
       " 'Denny Britz': 1,\n",
       " 'Anna Goldie': 3,\n",
       " 'Brian Strope': 2,\n",
       " 'Ray Kurzweil': 2,\n",
       " 'Tian Zhao': 1,\n",
       " 'Xiao Bing Huang': 1,\n",
       " 'Yu Cao': 1,\n",
       " 'Yanpei Liu': 1,\n",
       " 'Werner Zellinger': 1,\n",
       " 'Thomas Grubinger': 1,\n",
       " 'Edwin Lughofer': 1,\n",
       " 'Thomas Natschläger': 1,\n",
       " 'Susanne Saminger-Platz': 1,\n",
       " 'Haizi Yu': 1,\n",
       " 'Lav R. Varshney': 1,\n",
       " 'Andrej Karpathy': 1,\n",
       " 'William Chan': 3,\n",
       " 'Navdeep Jaitly': 2,\n",
       " 'Cezary Kaliszyk': 1,\n",
       " 'François Chollet': 1,\n",
       " 'Christian Szegedy': 3,\n",
       " 'Yossi Adi': 1,\n",
       " 'Einat Kermany': 2,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Franziska Horn': 1,\n",
       " 'Klaus-Robert Müller': 3,\n",
       " 'Rasool Fakoor': 2,\n",
       " 'Margaret Mitchell': 1,\n",
       " 'Sing Bing Kang': 1,\n",
       " 'Krzysztof Chalupka': 1,\n",
       " 'Robert Chen': 1,\n",
       " 'Mohammad Ali Mehrolhassani': 1,\n",
       " 'Majid Mohammadi': 1,\n",
       " 'Pedro H. P. Savarese': 1,\n",
       " 'Leonardo O. Mazza': 1,\n",
       " 'Daniel R. Figueiredo': 1,\n",
       " 'Bofang Li': 1,\n",
       " 'Tao Liu': 1,\n",
       " 'Zhe Zhao': 1,\n",
       " 'Buzhou Tang': 1,\n",
       " 'Xiaoyong Du': 1,\n",
       " 'Irwan Bello*': 1,\n",
       " 'Hieu Pham*': 1,\n",
       " 'Qiang Liu': 4,\n",
       " 'Yihao Feng': 1,\n",
       " 'Tianxiang Gao': 1,\n",
       " 'Vladimir Jojic': 2,\n",
       " 'Xin Wang': 2,\n",
       " 'Joseph E. Gonzalez': 2,\n",
       " 'Sihan Li': 1,\n",
       " 'Jiantao Jiao': 1,\n",
       " 'Yanjun Han': 1,\n",
       " 'Tsachy Weissman': 2,\n",
       " 'Alberto Delmás Lascorz': 1,\n",
       " 'Sayeh Sharify': 1,\n",
       " 'Patrick Judd': 1,\n",
       " 'Andreas Moshovos': 1,\n",
       " 'Jianwen Xie': 2,\n",
       " 'Yang Lu': 1,\n",
       " 'Ruiqi Gao': 2,\n",
       " 'Song-Chun Zhu': 2,\n",
       " 'Ying Nian Wu': 3,\n",
       " 'Gabriel Pereyra': 2,\n",
       " 'George Tucker': 4,\n",
       " 'Zhengping Che': 2,\n",
       " 'David Sontag': 2,\n",
       " 'Cheng-Zhi Anna Huang': 2,\n",
       " 'Adam Roberts': 4,\n",
       " 'Douglas Eck': 3,\n",
       " 'Rudolf Kadlec': 2,\n",
       " 'Ondřej Bajgar': 1,\n",
       " 'Peter Hrincar': 1,\n",
       " 'Jan Kleindienst': 1,\n",
       " 'Wenyuan Zeng': 2,\n",
       " 'Wenjie Luo': 1,\n",
       " 'Sanja Fidler': 4,\n",
       " 'Hado van Hasselt': 4,\n",
       " 'Matteo Hessel': 4,\n",
       " 'Arthur Guez': 3,\n",
       " 'Tim Harley': 2,\n",
       " 'Gabriel Dulac-Arnold': 1,\n",
       " 'David Reichert': 4,\n",
       " 'Neil Rabinowitz': 2,\n",
       " 'Andre Barreto': 3,\n",
       " 'Thomas Degris': 1,\n",
       " 'Yunpeng Chen': 1,\n",
       " 'Xiaojie Jin': 2,\n",
       " 'Jiashi Feng': 3,\n",
       " 'Shuicheng Yan': 1,\n",
       " 'Eric Price': 3,\n",
       " 'Wojciech Zaremba': 1,\n",
       " 'Aurelia Léon': 1,\n",
       " 'Eugene Vorontsov': 1,\n",
       " 'Chiheb Trabelsi': 4,\n",
       " 'Samuel Kadoury': 1,\n",
       " 'Chris Pal': 3,\n",
       " 'Yuanzhi Ke': 1,\n",
       " 'Masafumi Hagiwara': 1,\n",
       " 'Timothee LESORT': 1,\n",
       " 'David FILLIAT': 1,\n",
       " 'Gyuwan Kim': 1,\n",
       " 'Hayoon Yi': 1,\n",
       " 'Jangho Lee': 1,\n",
       " 'Yunheung Paek': 1,\n",
       " 'Sungroh Yoon': 1,\n",
       " 'Serena Yeung': 1,\n",
       " 'Yann Dauphin': 3,\n",
       " 'Li Fei-Fei': 3,\n",
       " 'Weidi Xie': 1,\n",
       " 'Alison Noble': 1,\n",
       " 'Junhyuk Oh': 4,\n",
       " 'Satinder Singh': 4,\n",
       " 'Tong Wang': 1,\n",
       " 'Xingdi Yuan': 2,\n",
       " 'Justin Harris': 1,\n",
       " 'Kaheer Suleman': 1,\n",
       " 'Sajid Anwar': 1,\n",
       " 'Wonyong Sung': 2,\n",
       " 'Thomas Trogdon': 1,\n",
       " 'Patrick McClure': 1,\n",
       " 'Nikolaus Kriegeskorte': 1,\n",
       " 'Jonas Gehring': 1,\n",
       " 'Yann N. Dauphin': 3,\n",
       " 'Zichao Yang': 3,\n",
       " 'Joao F. Henriques': 2,\n",
       " 'Andrea Vedaldi': 3,\n",
       " 'Ron Dekel': 1,\n",
       " 'Karol Grzegorczyk': 1,\n",
       " 'Marcin Kurdziel': 1,\n",
       " 'Sahil Garg': 1,\n",
       " 'Irina Rish': 2,\n",
       " 'Guillermo Cecchi': 1,\n",
       " 'Aurelie Lozano': 1,\n",
       " 'Antonio Valerio Miceli Barone': 1,\n",
       " 'Anna C. Gilbert': 1,\n",
       " 'Yi Zhang': 4,\n",
       " 'Kibok Lee': 4,\n",
       " 'Yuting Zhang': 1,\n",
       " 'Jakob Foerster': 3,\n",
       " 'Jascha Sohl-dickstein': 2,\n",
       " 'Farkhondeh Kiaee': 1,\n",
       " 'Christian Gagné': 2,\n",
       " 'and Mahdieh Abbasi': 1,\n",
       " 'Lajanugen Logeswaran': 2,\n",
       " 'Dragomir Radev': 1,\n",
       " 'Rahul G. Krishnan': 1,\n",
       " 'Matthew Hoffman': 2,\n",
       " 'Tao Lin': 3,\n",
       " 'Tian Guo': 3,\n",
       " 'Karl Aberer': 2,\n",
       " 'Melanie Ducoffe': 1,\n",
       " 'Frederic Precioso': 1,\n",
       " 'Vivek Ramamurthy': 1,\n",
       " 'Nigel Duffy': 1,\n",
       " 'Jernej Kos': 2,\n",
       " 'Miguel Lazaro-Gredilla': 1,\n",
       " 'Yi Liu': 2,\n",
       " 'D. Scott Phoenix': 1,\n",
       " 'Dileep George': 1,\n",
       " 'Abram L. Friesen': 2,\n",
       " 'Pedro Domingos': 2,\n",
       " 'Evan Racah': 1,\n",
       " 'Christopher Beckham': 1,\n",
       " 'Prabhat': 2,\n",
       " 'Paul Hongsuck Seo': 1,\n",
       " 'Zhe Lin': 2,\n",
       " 'Scott Cohen': 1,\n",
       " 'Xiaohui Shen': 1,\n",
       " 'Bohyung Han': 1,\n",
       " 'Sergey Bartunov': 2,\n",
       " 'Dmitry P. Vetrov': 1,\n",
       " 'Federico Raue': 1,\n",
       " 'Sebastian Palacio': 1,\n",
       " 'Andreas Dengel': 1,\n",
       " 'Marcus Liwicki': 1,\n",
       " 'Hanjun Dai*': 1,\n",
       " 'Yichen Wang*': 1,\n",
       " 'Rakshit Trivedi': 3,\n",
       " 'Antonin Raffin': 1,\n",
       " 'Sebastian Höfer': 1,\n",
       " 'Freek Stulp': 1,\n",
       " 'Rui Luo': 3,\n",
       " 'Xiaojun Xu': 2,\n",
       " 'Weinan Zhang': 4,\n",
       " 'Jun Wang': 4,\n",
       " 'Nadav Bhonker': 1,\n",
       " 'Shai Rozenberg': 2,\n",
       " 'Randall Balestriero': 3,\n",
       " 'Herve Glotin': 1,\n",
       " 'Ting Yao': 1,\n",
       " 'Yingwei Pan': 1,\n",
       " 'Yehao Li': 1,\n",
       " 'Zhaofan Qiu': 1,\n",
       " 'Tao Mei': 1,\n",
       " 'Nat Dilokthanakul': 1,\n",
       " 'Pedro A. M. Mediano': 2,\n",
       " 'Marta Garnelo': 3,\n",
       " 'Matthew C.H. Lee': 1,\n",
       " 'Hugh Salimbeni': 1,\n",
       " 'Murray Shanahan': 4,\n",
       " 'Giambattista Parascandolo': 2,\n",
       " 'Heikki Huttunen': 1,\n",
       " 'Tuomas Virtanen': 1,\n",
       " 'Shota Horiguchi': 1,\n",
       " 'Daiki Ikami': 1,\n",
       " 'Kiyoharu Aizawa': 1,\n",
       " 'Adrian Benton': 1,\n",
       " 'Huda Khayrallah': 1,\n",
       " 'Biman Gujral': 1,\n",
       " 'Drew Reisinger': 1,\n",
       " 'Sheng Zhang': 1,\n",
       " 'Raman Arora': 2,\n",
       " 'Kenton Lee': 3,\n",
       " 'Tom Kwiatkowksi': 1,\n",
       " 'Ankur Parikh': 1,\n",
       " 'Dipanjan Das': 2,\n",
       " 'Antonia Creswell': 4,\n",
       " 'Anil Anthony Bharath': 1,\n",
       " 'N. Siddharth': 2,\n",
       " 'Brooks Paige': 3,\n",
       " 'Jan-Willem van de Meent': 1,\n",
       " 'Frank Wood': 2,\n",
       " 'Noah D. Goodman': 2,\n",
       " 'Grzegorz Swirszcz': 2,\n",
       " 'Joan Serrà': 2,\n",
       " 'Alexandros Karatzoglou': 2,\n",
       " 'Vincent Roger': 1,\n",
       " 'Marius Bartcus': 1,\n",
       " 'Faicel Chamroukhi': 1,\n",
       " 'Zhuoyuan Chen': 1,\n",
       " 'Han Zhao': 3,\n",
       " 'Xiao Liu': 1,\n",
       " 'Wei Xu': 3,\n",
       " 'Mukund Sundararajan': 2,\n",
       " 'Ankur Taly': 1,\n",
       " 'Qiqi Yan': 2,\n",
       " 'Antonio Vergari': 2,\n",
       " 'Robert Peharz': 2,\n",
       " 'Nicola Di Mauro': 1,\n",
       " 'Floriana Esposito': 1,\n",
       " 'John Boaz Lee': 1,\n",
       " 'Xiangnan Kong': 2,\n",
       " 'Alessandro Achille': 2,\n",
       " 'Elad Hoffer': 4,\n",
       " 'Nir Ailon': 1,\n",
       " 'Marc Goessling': 1,\n",
       " 'Yali Amit': 1,\n",
       " 'Yang Yu': 3,\n",
       " 'Wei Zhang': 4,\n",
       " 'Kazi Hasan': 1,\n",
       " 'Haoran Tang': 1,\n",
       " 'Rein Houthooft': 2,\n",
       " 'Davis Foote': 1,\n",
       " 'Adam Stooke': 1,\n",
       " 'Filip De Turck': 1,\n",
       " 'Ashwin K Vijayakumar': 1,\n",
       " 'Michael Cogswell': 1,\n",
       " 'Ramprasaath R. Selvaraju': 1,\n",
       " 'Qing Sun': 2,\n",
       " 'Stefan Lee': 3,\n",
       " 'David Crandall': 2,\n",
       " 'Avishkar Bhoopchand': 1,\n",
       " 'Earl Barr': 1,\n",
       " 'Bo Li': 5,\n",
       " 'Yevgeniy Vorobeychik': 2,\n",
       " 'Matthew Riemer': 4,\n",
       " 'Elham Khabiri': 1,\n",
       " 'Richard Goodwin': 1,\n",
       " 'Andras Rozsa': 1,\n",
       " 'Manuel Gunther': 1,\n",
       " 'Terrance E. Boult': 1,\n",
       " 'Chun-Liang Li': 3,\n",
       " 'Siamak Ravanbakhsh': 2,\n",
       " 'Barnabas Poczos': 3,\n",
       " 'Mehdi Cherti': 1,\n",
       " 'Balázs Kégl': 1,\n",
       " 'Akın Kazakçı': 1,\n",
       " 'Xin Zheng': 1,\n",
       " 'Zhenzhou Wu': 1,\n",
       " 'Yelong Shen': 2,\n",
       " 'Po-Sen Huang': 3,\n",
       " 'Weizhu Chen': 3,\n",
       " 'Yelong Shen*': 1,\n",
       " 'Po-Sen Huang*': 1,\n",
       " 'Ming-Wei Chang': 2,\n",
       " 'Edouard Oyallon': 3,\n",
       " 'Théodore Bluche': 1,\n",
       " 'Christopher Kermorvant': 1,\n",
       " 'Claude Touzet': 1,\n",
       " 'Xue Bin Peng': 3,\n",
       " 'Michiel van de Panne': 1,\n",
       " 'Linnan Wang': 2,\n",
       " 'Wei Wu': 3,\n",
       " 'George Bosilca': 1,\n",
       " 'Richard Vuduc': 1,\n",
       " 'Zenglin Xu': 3,\n",
       " 'Hyo-Eun Kim': 1,\n",
       " 'Sangheum Hwang': 1,\n",
       " 'Pranav Shyam': 1,\n",
       " 'Ambedkar Dukkipati': 1,\n",
       " 'Zachary C. Lipton': 3,\n",
       " 'Jianshu Chen': 3,\n",
       " 'Prajit Ramachandran': 2,\n",
       " 'Peter J. Liu': 2,\n",
       " 'Yanghao Li': 1,\n",
       " 'Naiyan Wang': 1,\n",
       " 'Jianping Shi': 1,\n",
       " 'Jiaying Liu': 2,\n",
       " 'Xiaodi Hou': 1,\n",
       " 'Heeyoul Choi': 2,\n",
       " 'Tanel Parnamaa': 1,\n",
       " 'Hanxiao Liu': 4,\n",
       " 'Shenjian Zhao': 1,\n",
       " 'Zhihua Zhang': 3,\n",
       " ...}"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submissionAuthor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 12,\n",
       " 'Aaron Courville': 10,\n",
       " 'Pieter Abbeel': 9,\n",
       " 'Max Welling': 8,\n",
       " 'Sergey Levine': 8,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Jason Weston': 7,\n",
       " 'Richard Socher': 7,\n",
       " 'Jascha Sohl-Dickstein': 7,\n",
       " 'Samy Bengio': 6,\n",
       " 'Quoc Le': 4,\n",
       " 'Pushmeet Kohli': 6,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Daniel Tarlow': 4,\n",
       " 'Jiwei Li': 3,\n",
       " 'Yann LeCun': 4,\n",
       " 'Balaraman Ravindran': 5,\n",
       " 'Ruslan Salakhutdinov': 6,\n",
       " 'Caiming Xiong': 6,\n",
       " 'Ben Poole': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Yan Duan': 3,\n",
       " 'Remi Munos': 5,\n",
       " 'Antoine Bordes': 2,\n",
       " 'Francesco Visin': 3,\n",
       " 'Alexander L. Gaunt': 3,\n",
       " 'Marc Brockschmidt': 4,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Jing Jiang': 3,\n",
       " 'Dawn Song': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Ilya Sutskever': 5,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Timo Aila': 3,\n",
       " 'Jan Kautz': 2,\n",
       " 'Xi Chen': 3,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Tim Salimans': 3,\n",
       " 'Zhilin Yang': 3,\n",
       " 'William W. Cohen': 4,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Shengjie Wang': 2,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Frank Hutter': 4,\n",
       " 'Roger Grosse': 5,\n",
       " 'Joan Bruna': 5,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Misha Denil': 5,\n",
       " 'Nando de Freitas': 5,\n",
       " 'Phil Blunsom': 4,\n",
       " 'Chris Dyer': 3,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Quoc V. Le': 5,\n",
       " 'Ameet Talwalkar': 3,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Hugo Larochelle': 5,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Song Han': 5,\n",
       " 'Sharan Narang': 3,\n",
       " 'Huizi Mao': 3,\n",
       " 'Erich Elsen': 5,\n",
       " 'William J. Dally': 3,\n",
       " 'Kundan Kumar': 2,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Moritz Hardt': 4,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Razvan Pascanu': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Eduard Hovy': 4,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Hsiao-Yu Tung': 1,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Soumyajit De': 1,\n",
       " 'Aaditya Ramdas': 1,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Xingyi Li': 1,\n",
       " 'Fuxin Li': 2,\n",
       " 'Xiaoli Fern': 1,\n",
       " 'Raviv Raich': 1,\n",
       " 'Minmin Chen': 2,\n",
       " 'Takeru Miyato': 2,\n",
       " 'Barret Zoph': 2,\n",
       " 'Ruben Villegas': 1,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Xunyu Lin': 1,\n",
       " 'Honglak Lee': 4,\n",
       " 'Gabriel Loaiza-Ganem *': 1,\n",
       " 'Yuanjun Gao *': 1,\n",
       " 'John P. Cunningham': 1,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Arka Pal': 2,\n",
       " 'Christopher Burgess': 1,\n",
       " 'Xavier Glorot': 1,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Karen Ullrich': 1,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Carlos Florensa': 2,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Silvia Chiappa': 1,\n",
       " 'Sébastien Racaniere': 1,\n",
       " 'Daan Wierstra': 1,\n",
       " 'Angeliki Lazaridou': 2,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Eric Nalisnick': 2,\n",
       " 'Padhraic Smyth': 1,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Alex X. Lee': 1,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Daniel D. Johnson': 1,\n",
       " 'David Lopez-Paz': 3,\n",
       " 'Maxime Oquab': 1,\n",
       " 'Caglar Gulcehre': 3,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Abhishek Sinha': 1,\n",
       " 'Aahitagni Mukherjee': 1,\n",
       " 'Mausoom Sarkar': 1,\n",
       " 'Balaji Krishnamurthy': 2,\n",
       " 'Chengtao Li': 1,\n",
       " 'Nate Kushman': 3,\n",
       " 'Klaus Greff': 2,\n",
       " 'Rupesh K. Srivastava': 1,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Jin-Hwa Kim': 1,\n",
       " 'Kyoung-Woon On': 1,\n",
       " 'Woosang Lim': 1,\n",
       " 'Jeonghee Kim': 1,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Byoung-Tak Zhang': 1,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Adam Polyak': 3,\n",
       " 'Lior Wolf': 4,\n",
       " 'Hakan Inan': 1,\n",
       " 'Khashayar Khosravi': 1,\n",
       " 'Jonathon Cai': 1,\n",
       " 'Richard Shin': 3,\n",
       " 'Ishan Durugkar': 2,\n",
       " 'Ian Gemp': 2,\n",
       " 'Sridhar Mahadevan': 1,\n",
       " 'Sanjay Purushotham': 1,\n",
       " 'Wilka Carvalho': 1,\n",
       " 'Tanachat Nilanon': 1,\n",
       " 'Yan Liu': 4,\n",
       " 'Ziang Xie': 1,\n",
       " 'Sida I. Wang': 1,\n",
       " 'Daniel Lévy': 1,\n",
       " 'Aiming Nie': 1,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Andrew Y. Ng': 1,\n",
       " 'Dustin Tran': 3,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Rif A. Saurous': 1,\n",
       " 'Eugene Brevdo': 1,\n",
       " 'David M. Blei': 2,\n",
       " 'Junyoung Chung': 1,\n",
       " 'Sungjin Ahn': 2,\n",
       " 'Frank S.He': 1,\n",
       " 'Yang Liu': 2,\n",
       " 'Alexander G. Schwing': 1,\n",
       " 'Jian Peng': 4,\n",
       " 'Junbo Zhao': 1,\n",
       " 'Michael Mathieu': 1,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Raquel Urtasun': 2,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Bradly C Stadie': 1,\n",
       " 'Chris J. Maddison': 2,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Pavlo Molchanov': 1,\n",
       " 'Tero Karras': 2,\n",
       " 'Eyrun Eyjolfsdottir': 1,\n",
       " 'Kristin Branson': 2,\n",
       " 'Yisong Yue': 2,\n",
       " 'Pietro Perona': 1,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Tianhe Yu': 1,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Anna Choromanska': 1,\n",
       " 'Stefano Soatto': 4,\n",
       " 'Carlo Baldassi': 1,\n",
       " 'Christian Borgs': 1,\n",
       " 'Jennifer Chayes': 1,\n",
       " 'Levent Sagun': 1,\n",
       " 'Riccardo Zecchina': 1,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Tomer Ullman': 1,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Joshua Tenenbaum': 1,\n",
       " 'Janarthanan Rajendran': 1,\n",
       " 'Aravind Lakshminarayanan': 1,\n",
       " 'Mitesh M. Khapra': 1,\n",
       " 'Prasanna P': 1,\n",
       " 'Eleanor Batty': 1,\n",
       " 'Josh Merel': 3,\n",
       " 'Nora Brackbill': 1,\n",
       " 'Alexander Heitman': 1,\n",
       " 'Alexander Sher': 1,\n",
       " 'Alan Litke': 1,\n",
       " 'E.J. Chichilnisky': 1,\n",
       " 'Liam Paninski': 1,\n",
       " 'Jianwei Yang': 1,\n",
       " 'Anitha Kannan': 1,\n",
       " 'Dhruv Batra': 4,\n",
       " 'Devi Parikh': 3,\n",
       " 'Ke Li': 1,\n",
       " 'Jitendra Malik': 2,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'John Schulman': 2,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Brian Cheung': 2,\n",
       " 'Eric Weiss': 1,\n",
       " 'Bruno Olshausen': 1,\n",
       " 'Bhuwan Dhingra': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Junjie Hu': 1,\n",
       " 'Aniruddha Kembhavi': 1,\n",
       " 'Sewon Min': 2,\n",
       " 'Haoran Cai': 1,\n",
       " 'Jeff Bilmes': 2,\n",
       " 'William Noble': 1,\n",
       " 'Gregor Urban': 1,\n",
       " 'Krzysztof J. Geras': 1,\n",
       " 'Samira Ebrahimi Kahou': 1,\n",
       " 'Ozlem Aslan': 1,\n",
       " 'Abdelrahman Mohamed': 1,\n",
       " 'Matthai Philipose': 1,\n",
       " 'Matt Richardson': 1,\n",
       " 'Rich Caruana': 1,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Yan-Ming Zhang': 1,\n",
       " 'Shuang Li': 1,\n",
       " 'Le Song': 4,\n",
       " 'Greg Yang': 2,\n",
       " 'Alexander Rush': 1,\n",
       " 'Ivan Ustyuzhaninov *': 1,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Leon Gatys': 1,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Yuxin Wu': 1,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Timothy Dozat': 1,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Aaron Klein': 1,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Justin Gilmer': 2,\n",
       " 'Surya Ganguli': 2,\n",
       " 'Hao Li': 3,\n",
       " 'Asim Kadav': 1,\n",
       " 'Igor Durdanovic': 1,\n",
       " 'Hanan Samet': 1,\n",
       " 'Hans Peter Graf': 1,\n",
       " 'Ilya Loshchilov': 2,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Veselin Raychev': 1,\n",
       " 'Martin Vechev': 3,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Coline Devin': 1,\n",
       " 'YuXuan Liu': 1,\n",
       " 'Yuhuai Wu': 2,\n",
       " 'Yuri Burda': 2,\n",
       " 'Nicolas Le Roux': 1,\n",
       " 'C. Daniel Freeman': 1,\n",
       " 'Florian Bordes': 1,\n",
       " 'Sina Honari': 1,\n",
       " 'Pascal Vincent': 3,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Sarvjeet Ghotra': 1,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Pulkit Agrawal': 2,\n",
       " 'Tejas D Kulkarni': 1,\n",
       " 'Tom Erez': 3,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Lei Yu': 3,\n",
       " 'Tomas Kocisky': 1,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Wang Ling': 4,\n",
       " 'Nicolas Papernot': 3,\n",
       " 'Martín Abadi': 1,\n",
       " 'Úlfar Erlingsson': 1,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Adriana Romero': 2,\n",
       " 'Pierre Luc Carrier': 1,\n",
       " 'Akram Erraqabi': 1,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Alex Auvolat': 1,\n",
       " 'Etienne Dejoie': 1,\n",
       " 'Marc-André Legault': 1,\n",
       " 'Marie-Pierre Dubé': 1,\n",
       " 'Julie G. Hussin': 1,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Maximilian Karl': 1,\n",
       " 'Maximilian Soelch': 1,\n",
       " 'Justin Bayer': 1,\n",
       " 'Patrick van der Smagt': 2,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Max Jaderberg': 1,\n",
       " 'Wojciech Marian Czarnecki': 1,\n",
       " 'Tom Schaul': 2,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'David Silver': 4,\n",
       " 'Mohammad Norouzi': 4,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Tong Che': 2,\n",
       " 'Yanran Li': 1,\n",
       " 'Athul Jacob': 1,\n",
       " 'Wenjie Li': 1,\n",
       " 'Dzmitry Bahdanau': 2,\n",
       " 'Philemon Brakel': 2,\n",
       " 'Kelvin Xu': 3,\n",
       " 'Anirudh Goyal': 3,\n",
       " 'Ryan Lowe': 1,\n",
       " 'Joelle Pineau': 2,\n",
       " 'Leonard Berrada': 3,\n",
       " 'Andrew Zisserman': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Valero Laparra': 1,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Gao Huang': 3,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Zhuang Liu': 2,\n",
       " 'John E. Hopcroft': 3,\n",
       " 'Kilian Q. Weinberger': 2,\n",
       " 'John Thickstun': 1,\n",
       " 'Zaid Harchaoui': 1,\n",
       " 'Sham Kakade': 3,\n",
       " 'Matej Balog': 1,\n",
       " 'Sebastian Nowozin': 3,\n",
       " 'W. James Murdoch': 3,\n",
       " 'Jasmine Collins': 1,\n",
       " 'David Sussillo': 1,\n",
       " 'Sahil Sharma': 1,\n",
       " 'Aravind S. Lakshminarayanan': 1,\n",
       " 'Wanjia He': 1,\n",
       " 'Weiran Wang': 1,\n",
       " 'Karen Livescu': 1,\n",
       " 'Emilio Parisotto': 2,\n",
       " 'Abdel-rahman Mohamed': 1,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Lihong Li': 4,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Lukasz Kaiser': 4,\n",
       " 'Aurko Roy': 3,\n",
       " 'Jason Tyler Rolfe': 1,\n",
       " 'Thomas Moreau': 1,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Tim Klinger': 2,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Joseph P. Bigus': 1,\n",
       " 'Murray Campbell': 2,\n",
       " 'Ban Kawas': 1,\n",
       " 'Kartik Talamadupula': 1,\n",
       " 'Gerry Tesauro': 1,\n",
       " 'Satinder   Singh': 1,\n",
       " 'Yacine Jernite': 1,\n",
       " 'Tomas Mikolov': 1,\n",
       " 'Stefan Depeweg': 1,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Finale Doshi-Velez': 1,\n",
       " 'Steffen Udluft': 1,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Iuri Frosio': 1,\n",
       " 'Jason Clemons': 1,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Hong Yu': 1,\n",
       " 'Arvind Neelakantan': 1,\n",
       " 'Martin Abadi': 1,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Dario Amodei': 1,\n",
       " 'Lu Hou': 3,\n",
       " 'Quanming Yao': 1,\n",
       " 'James T. Kwok': 3,\n",
       " 'Lisha Li': 2,\n",
       " 'Kevin Jamieson': 1,\n",
       " 'Giulia DeSalvo': 1,\n",
       " 'Afshin Rostamizadeh': 1,\n",
       " 'George Philipp': 1,\n",
       " 'Jaime G. Carbonell': 2,\n",
       " 'Gabriel Synnaeve': 3,\n",
       " 'Zeming Lin': 3,\n",
       " 'Soumith Chintala': 1,\n",
       " 'Andrew Cunningham': 1,\n",
       " 'Samuli Laine': 2,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Harrison Edwards': 2,\n",
       " 'Amos Storkey': 3,\n",
       " 'Jongsoo Park': 1,\n",
       " 'Sheng Li': 1,\n",
       " 'Wei Wen': 3,\n",
       " 'Hai Li': 3,\n",
       " 'Yiran Chen': 3,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'William Lotter': 1,\n",
       " 'Gabriel Kreiman': 1,\n",
       " 'David Cox': 1,\n",
       " 'Noam Shazeer': 3,\n",
       " '*Azalia Mirhoseini': 1,\n",
       " '*Krzysztof Maziarz': 1,\n",
       " 'Andy Davis': 1,\n",
       " 'Geoffrey Hinton': 2,\n",
       " 'Jeff Dean': 2,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Richard E. Turner': 4,\n",
       " 'Tim Cooijmans': 1,\n",
       " 'César Laurent': 1,\n",
       " 'Çağlar Gülçehre': 1,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Aojun Zhou': 1,\n",
       " 'Anbang Yao': 1,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Lin Xu': 1,\n",
       " 'Yurong Chen': 1,\n",
       " 'Jeff Pool': 2,\n",
       " 'Enhao Gong': 1,\n",
       " 'Shijian Tang': 1,\n",
       " 'Peter Vajda': 1,\n",
       " 'Manohar Paluri': 1,\n",
       " 'John Tran': 1,\n",
       " 'Bryan Catanzaro': 1,\n",
       " 'Adji B. Dieng': 1,\n",
       " 'Chong Wang': 3,\n",
       " 'Jianfeng Gao': 2,\n",
       " 'John Paisley': 1,\n",
       " 'Ronen Basri': 2,\n",
       " 'David W. Jacobs': 1,\n",
       " 'Jacob Goldberger': 1,\n",
       " 'Ehud Ben-Reuven': 1,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Rithesh Kumar': 1,\n",
       " 'Shubham Jain': 1,\n",
       " 'Jose Sotelo': 1,\n",
       " 'Gustav Larsson': 1,\n",
       " 'Michael Maire': 2,\n",
       " 'Gregory Shakhnarovich': 1,\n",
       " 'Yoojin Choi': 1,\n",
       " 'Mostafa El-Khamy': 1,\n",
       " 'Jungwon Lee': 1,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Benjamin Recht': 1,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Andrew J. Ballard': 1,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Carlo Condo': 1,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Zihang Dai': 3,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Philip Bachman': 1,\n",
       " 'Bowen Baker': 2,\n",
       " 'Otkrist Gupta': 1,\n",
       " 'Nikhil Naik': 1,\n",
       " 'Ramesh Raskar': 1,\n",
       " 'Eric Jang': 2,\n",
       " 'Faruk Ahmed': 1,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'David Vazquez': 1,\n",
       " 'Xingyu Lin': 1,\n",
       " 'Hao Wang': 2,\n",
       " 'Zhihao Li': 1,\n",
       " 'Yimeng Zhang': 1,\n",
       " 'Alan Yuille': 3,\n",
       " 'Tai Sing Lee': 1,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Victor Bapst': 3,\n",
       " 'Jimmy Ba': 4,\n",
       " 'James Martens': 2,\n",
       " 'Piotr Mirowski': 1,\n",
       " 'Fabio Viola': 1,\n",
       " 'Hubert Soyer': 2,\n",
       " 'Andy Ballard': 1,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Laurent Sifre': 1,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Raia Hadsell': 3,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Alban Desmaison': 1,\n",
       " 'Philip H.S. Torr': 1,\n",
       " 'Chenzhuo Zhu': 1,\n",
       " 'Priyank Jaini': 1,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pablo Carbajal': 1,\n",
       " 'Edith Law': 1,\n",
       " 'Laura Middleton': 1,\n",
       " 'Kayla Regan': 1,\n",
       " 'Mike Schaekermann': 1,\n",
       " 'George Trimponias': 1,\n",
       " 'James Tung': 1,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Alexander A. Alemi': 2,\n",
       " 'Ian Fischer': 3,\n",
       " 'Joshua V. Dillon': 1,\n",
       " 'Greg Diamos': 1,\n",
       " 'Shubho Sengupta': 1,\n",
       " 'Andrew Brock': 3,\n",
       " 'Theodore Lim': 1,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas N. Kipf': 1,\n",
       " 'Moshe Looks': 1,\n",
       " 'Marcello Herreshoff': 1,\n",
       " 'DeLesley Hutchins': 1,\n",
       " 'Peter Norvig': 1,\n",
       " 'Thomas Laurent': 1,\n",
       " 'James von Brecht': 1,\n",
       " 'Ishmael Belghazi': 1,\n",
       " 'Alex Lamb': 1,\n",
       " 'Olivier Mastropietro': 1,\n",
       " 'Casper Kaae Sønderby': 1,\n",
       " 'Jose Caballero': 1,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Minwei Feng': 1,\n",
       " 'Cicero Nogueira dos Santos': 1,\n",
       " 'Mo Yu': 2,\n",
       " 'Bing Xiang': 1,\n",
       " 'Bowen Zhou': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Suma Bhat': 1,\n",
       " 'Pramod Viswanath': 2,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Tim Genewein': 2,\n",
       " 'Volker Fischer': 1,\n",
       " 'Bastian Bischoff': 1,\n",
       " 'Michał Daniluk': 1,\n",
       " 'Tim Rocktäschel': 4,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Sebastian Riedel': 1,\n",
       " 'Gautam Pai': 1,\n",
       " 'Aaron Wetzler': 1,\n",
       " 'Ron Kimmel': 1,\n",
       " 'Yongxin Yang': 1,\n",
       " 'Timothy M. Hospedales': 1,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Yoon Kim': 1,\n",
       " 'Carl Denton': 1,\n",
       " 'Luong Hoang': 1,\n",
       " 'Alexander M. Rush': 1,\n",
       " 'David Ha': 2,\n",
       " 'Xuezhe Ma': 2,\n",
       " 'Yingkai Gao': 1,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Victor Zhong': 4,\n",
       " 'Luisa M Zintgraf': 1,\n",
       " 'Taco S Cohen': 1,\n",
       " 'Tameem Adel': 2,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'David H. P. Turban': 1,\n",
       " 'Steven Hamblin': 1,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Sergey Zagoruyko': 1,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Loris Bazzani': 1,\n",
       " 'Lorenzo Torresani': 1,\n",
       " 'David Krueger': 1,\n",
       " 'Tegan Maharaj': 1,\n",
       " 'Janos Kramar': 1,\n",
       " 'Mohammad Pezeshki': 1,\n",
       " 'Nan Rosemary Ke': 4,\n",
       " 'Anirudh  Goyal': 1,\n",
       " 'Christopher Pal': 2,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Ian J. Goodfellow': 1,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Manjunath Kudlur': 1,\n",
       " 'Kirthevasan Kandasamy': 1,\n",
       " 'Yoram Bachrach': 1,\n",
       " 'Ryota Tomioka': 2,\n",
       " 'David Carter': 1,\n",
       " 'Guillaume Berger': 1,\n",
       " 'Roland Memisevic': 1,\n",
       " 'Hang Qi': 1,\n",
       " 'Evan R. Sparks': 1,\n",
       " 'Nitish Shirish Keskar': 3,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Jorge Nocedal': 1,\n",
       " 'Mikhail Smelyanskiy': 1,\n",
       " 'Jacek M. Bajor': 1,\n",
       " 'Thomas A. Lasko': 1,\n",
       " 'Wentao Huang': 1,\n",
       " 'Kechen Zhang': 1,\n",
       " 'Pau Rodríguez': 1,\n",
       " 'Jordi Gonzàlez': 1,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'Josep M. Gonfaus': 1,\n",
       " 'Xavier Roca': 1,\n",
       " 'Tian Zhao': 1,\n",
       " 'Xiao Bing Huang': 1,\n",
       " 'Yu Cao': 1,\n",
       " 'Yanpei Liu': 1,\n",
       " 'Xinyun Chen': 4,\n",
       " 'Chang Liu': 3,\n",
       " 'Werner Zellinger': 1,\n",
       " 'Thomas Grubinger': 1,\n",
       " 'Edwin Lughofer': 1,\n",
       " 'Thomas Natschläger': 1,\n",
       " 'Susanne Saminger-Platz': 1,\n",
       " 'Haizi Yu': 1,\n",
       " 'Lav R. Varshney': 1,\n",
       " 'Andrej Karpathy': 1,\n",
       " 'William Chan': 2,\n",
       " 'Yu Zhang': 2,\n",
       " 'Navdeep Jaitly': 1,\n",
       " 'Cezary Kaliszyk': 1,\n",
       " 'François Chollet': 1,\n",
       " 'Christian Szegedy': 2,\n",
       " 'Yossi Adi': 1,\n",
       " 'Einat Kermany': 2,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Yoav Goldberg': 1,\n",
       " 'Leon Bottou': 1,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'Zachary C. Lipton': 5,\n",
       " 'Animashree Anandkumar': 5,\n",
       " 'Adam Trischler': 4,\n",
       " 'Demis Hassabis': 4,\n",
       " 'Igor Mordatch': 5,\n",
       " 'Douwe Kiela': 5,\n",
       " 'Bo Li': 5,\n",
       " 'Ludovic Denoyer': 4,\n",
       " 'Graham W. Taylor': 2,\n",
       " 'Dmitriy Serdyuk': 2,\n",
       " 'Devansh Arpit': 4,\n",
       " 'Alistair Muldal': 2,\n",
       " 'Yuval Tassa': 3,\n",
       " 'Gerald Tesauro': 2,\n",
       " 'Yingzhen Li': 3,\n",
       " 'Pieter-Jan Kindermans': 2,\n",
       " 'Dumitru Erhan': 3,\n",
       " 'Trapit Bansal': 2,\n",
       " 'Jinsung Yoon': 3,\n",
       " 'Mihaela van der Schaar': 4,\n",
       " 'Maximilian Igl': 3,\n",
       " 'Frank Wood': 2,\n",
       " 'Vikash Kumar': 3,\n",
       " 'Moustapha Cisse': 2,\n",
       " 'Warren He': 2,\n",
       " 'Karl Tuyls': 4,\n",
       " 'Stephen Clark': 3,\n",
       " 'Masanori Koyama': 3,\n",
       " 'Sandeep Subramanian': 3,\n",
       " 'Christopher J Pal': 2,\n",
       " 'Alex Graves': 2,\n",
       " 'Elad Hoffer': 3,\n",
       " 'Daniel Soudry': 3,\n",
       " 'Corentin Tallec': 2,\n",
       " 'Yann Ollivier': 2,\n",
       " 'Abbas Abdolmaleki': 3,\n",
       " 'Guillaume Lample': 4,\n",
       " 'Alexis Conneau': 2,\n",
       " 'Asit Mishra': 2,\n",
       " 'Debbie Marr': 2,\n",
       " 'Qiang Liu': 4,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Yi Zhang': 3,\n",
       " 'Nicolas Courty': 2,\n",
       " 'Kostas Daniilidis': 3,\n",
       " 'Sameer Singh': 3,\n",
       " 'Aviv Tamar': 2,\n",
       " 'Laurens van der Maaten': 2,\n",
       " 'Yi Zhou': 4,\n",
       " 'Nathan Srebro': 4,\n",
       " 'Tianyi Zhou': 2,\n",
       " 'Dan Horgan': 2,\n",
       " 'David Budden': 3,\n",
       " 'Gabriel Barth-Maron': 3,\n",
       " 'Matteo Hessel': 3,\n",
       " 'Yoshitaka Ushiku': 2,\n",
       " 'Tatsuya Harada': 3,\n",
       " 'Stefano Ermon': 4,\n",
       " 'Aurelien Lucchi': 2,\n",
       " 'Thomas Hofmann': 2,\n",
       " 'Yasaman Bahri': 3,\n",
       " 'Roman Novak': 4,\n",
       " 'Jeffrey Pennington': 4,\n",
       " 'Ben Goodrich': 2,\n",
       " 'Will Dabney': 4,\n",
       " 'Aidan N. Gomez': 2,\n",
       " 'Charles Blundell': 3,\n",
       " 'Byron Boots': 4,\n",
       " 'Jasper Snoek': 2,\n",
       " 'Alexandros G. Dimakis': 2,\n",
       " 'Szymon Sidor': 2,\n",
       " 'Jason D. Lee': 3,\n",
       " 'Mohammad Gheshlaghi Azar': 2,\n",
       " 'Bilal Piot': 3,\n",
       " 'Percy Liang': 4,\n",
       " 'Prateek Jain': 2,\n",
       " 'Matthew Riemer': 2,\n",
       " 'Jonas Rauber *': 1,\n",
       " 'Bojian Yin': 1,\n",
       " 'Marleen Balvert': 1,\n",
       " 'Davide Zambrano': 1,\n",
       " 'Alexander Schoenhuth': 1,\n",
       " 'Sander Bohte': 1,\n",
       " 'Daniel Jiwoong Im': 1,\n",
       " 'He Ma': 1,\n",
       " 'Alessandro Sordoni': 2,\n",
       " 'Chris Pal': 2,\n",
       " 'Emmanuel de Bezenac': 2,\n",
       " 'Arthur Pajot': 2,\n",
       " 'Patrick Gallinari': 2,\n",
       " 'Feiwen Zhu': 1,\n",
       " 'Michael Andersch': 1,\n",
       " 'Jeremy Appleyard': 1,\n",
       " 'Fung Xie': 1,\n",
       " 'Zohar Ringel': 1,\n",
       " 'Rodrigo Andrade de Bem': 1,\n",
       " 'Ozan Sener': 2,\n",
       " 'Silvio Savarese': 1,\n",
       " 'Konrad Zolna': 1,\n",
       " 'Dendi Suhubdy': 1,\n",
       " 'Mikołaj Bińkowski': 2,\n",
       " 'Michael Arbel': 1,\n",
       " 'Yishu Miao': 1,\n",
       " 'Gabor Melis': 2,\n",
       " 'Adhiguna Kuncoro': 1,\n",
       " 'Brandon Amos': 1,\n",
       " 'Serkan Cabi': 1,\n",
       " 'Thomas Rothörl': 1,\n",
       " 'Sergio Gómez Colmenarejo': 1,\n",
       " 'Mikhail Khodak': 2,\n",
       " 'Nikunj Saunshi': 1,\n",
       " 'Kiran Vodrahalli': 1,\n",
       " 'William Fedus': 3,\n",
       " 'William Falcon': 1,\n",
       " 'Henning Schulzrinne': 1,\n",
       " 'Xu Chen': 1,\n",
       " 'Jiang Wang': 1,\n",
       " 'Hao Ge': 1,\n",
       " 'Marlos C. Machado': 2,\n",
       " 'Miao Liu': 2,\n",
       " 'Kevin T. Feigelis': 1,\n",
       " 'Blue Sheffer': 1,\n",
       " 'Daniel L. K. Yamins': 1,\n",
       " 'Cuong V. Nguyen': 1,\n",
       " 'Thang D. Bui': 1,\n",
       " 'Kristof T. Schütt': 1,\n",
       " 'Maximilian Alber': 1,\n",
       " 'Klaus-Robert Müller': 2,\n",
       " 'Been Kim': 1,\n",
       " 'Sven Dähne': 1,\n",
       " 'Nicolas Sonnerat': 1,\n",
       " 'Christopher P Burgess': 1,\n",
       " 'Matko Bošnjak': 1,\n",
       " 'Murray Shanahan': 2,\n",
       " 'Seyed-Mohsen Moosavi-Dezfooli': 1,\n",
       " 'Alhussein Fawzi': 1,\n",
       " 'Omar Fawzi': 1,\n",
       " 'Pascal Frossard': 1,\n",
       " 'Bo Zong': 2,\n",
       " 'Qi Song': 1,\n",
       " 'Martin Renqiang Min': 1,\n",
       " 'Wei Cheng': 2,\n",
       " 'Cristian Lumezanu': 1,\n",
       " 'Daeki Cho': 1,\n",
       " 'Haifeng Chen': 2,\n",
       " 'Maruan Al-Shedivat': 1,\n",
       " 'Yura Burda': 1,\n",
       " 'Azalia Mirhoseini': 1,\n",
       " 'Anna Goldie': 1,\n",
       " 'Hieu Pham': 2,\n",
       " 'Benoit Steiner': 1,\n",
       " 'Katrina Evtimova': 1,\n",
       " 'Andrew Drozdov': 1,\n",
       " 'Hyeji Kim': 1,\n",
       " 'Yihan Jiang': 1,\n",
       " 'Ranvir B. Rana': 1,\n",
       " 'Sreeram Kannan': 1,\n",
       " 'Sewoong Oh': 1,\n",
       " 'Chulhee Yun': 3,\n",
       " 'Suvrit Sra': 3,\n",
       " 'Ali Jadbabaie': 3,\n",
       " 'James Jordon': 3,\n",
       " 'Abhay Yadav': 1,\n",
       " 'Sohil Shah': 1,\n",
       " 'Zheng Xu': 1,\n",
       " 'David Jacobs': 2,\n",
       " 'Tom Goldstein': 3,\n",
       " 'Paulius Micikevicius': 1,\n",
       " 'Jonah Alben': 1,\n",
       " 'Gregory Diamos': 1,\n",
       " 'David Garcia': 1,\n",
       " 'Boris Ginsburg': 1,\n",
       " 'Michael Houston': 1,\n",
       " 'Oleksii Kuchaiev': 1,\n",
       " 'Ganesh Venkatesh': 1,\n",
       " 'Hao Wu': 1,\n",
       " 'Quan Hoang': 1,\n",
       " 'Tu Dinh Nguyen': 1,\n",
       " 'Trung Le': 2,\n",
       " 'Dinh Phung': 2,\n",
       " 'Travis Williams': 1,\n",
       " 'Robert Li': 1,\n",
       " 'Tuan Anh Le': 1,\n",
       " 'Tom Rainforth': 2,\n",
       " 'Tom Jin': 1,\n",
       " 'Shiv Shankar*': 1,\n",
       " 'Vihari Piratla*': 1,\n",
       " 'Soumen Chakrabarti': 1,\n",
       " 'Siddhartha Chaudhuri': 1,\n",
       " 'Preethi Jyothi': 1,\n",
       " 'Sunita Sarawagi': 3,\n",
       " 'Dibya Ghosh': 2,\n",
       " 'Avi Singh': 2,\n",
       " 'Hongyi Zhang': 2,\n",
       " 'Yann N. Dauphin': 2,\n",
       " 'Chen Xu': 1,\n",
       " 'Jianqiang Yao': 1,\n",
       " 'Zhouchen Lin': 1,\n",
       " 'Wenwu Ou': 1,\n",
       " 'Yuanbin Cao': 1,\n",
       " 'Zhirong Wang': 1,\n",
       " 'Hongbin Zha': 1,\n",
       " 'Chaowei Xiao': 2,\n",
       " 'Jun-Yan Zhu': 2,\n",
       " 'Mingyan Liu': 1,\n",
       " 'Xingyu Liu': 1,\n",
       " 'Stanisław Jastrzebski': 1,\n",
       " 'Vikas Verma': 2,\n",
       " 'Karl Moritz Hermann': 2,\n",
       " 'Yujun Lin': 2,\n",
       " 'Yu Wang': 1,\n",
       " 'Bill Dally': 1,\n",
       " 'Yeming Wen': 2,\n",
       " 'Paul Vicol': 2,\n",
       " 'David Rolnick': 2,\n",
       " 'Max Tegmark': 1,\n",
       " 'Adam Lerer': 1,\n",
       " 'Guillaume Bellec': 1,\n",
       " 'David Kappel': 1,\n",
       " 'Wolfgang Maass': 1,\n",
       " 'Robert Legenstein': 1,\n",
       " 'Jie Chen': 1,\n",
       " 'Tengfei Ma': 2,\n",
       " 'Cao Xiao': 1,\n",
       " 'Alexander G. de G. Matthews': 2,\n",
       " 'Jiri Hron': 3,\n",
       " 'Mark Rowland': 2,\n",
       " 'Cian Eastwood': 1,\n",
       " 'Christopher K. I. Williams': 1,\n",
       " 'William R. Zame': 1,\n",
       " 'Artemij Amiranashvili': 1,\n",
       " 'Thomas Brox': 2,\n",
       " 'Yan Wu': 1,\n",
       " 'Greg Wayne': 3,\n",
       " 'Aleksandar Bojchevski': 2,\n",
       " 'Stephan Günnemann': 3,\n",
       " 'Devendra Singh Chaplot': 2,\n",
       " 'Toshiki Kataoka': 1,\n",
       " 'Yuichi Yoshida': 1,\n",
       " 'Cathy Wu': 1,\n",
       " 'Alexandre M Bayen': 1,\n",
       " 'Valentin Khrulkov': 2,\n",
       " 'Alexander Novikov': 1,\n",
       " 'Ivan Oseledets': 3,\n",
       " 'Rémi Leblond': 1,\n",
       " 'Jean-Baptiste Alayrac': 1,\n",
       " 'Anton Osokin': 1,\n",
       " 'Simon Lacoste-Julien': 3,\n",
       " 'Itay Hubara': 1,\n",
       " 'Chris Ying': 1,\n",
       " 'Romain Paulus': 1,\n",
       " 'Manuel Molano-Mazon': 1,\n",
       " 'Arno Onken': 2,\n",
       " 'Eugenio Piasini*': 1,\n",
       " 'Stefano Panzeri*': 1,\n",
       " 'Yanshuai Cao': 1,\n",
       " 'Gavin Weiguang Ding': 3,\n",
       " 'Kry Yik-Chau Lui': 1,\n",
       " 'Ruitong Huang': 3,\n",
       " 'Yichen Gong': 1,\n",
       " 'Heng Luo': 1,\n",
       " 'Jian Zhang': 2,\n",
       " 'Ricky Fok': 1,\n",
       " 'Aijun An': 1,\n",
       " 'Zana Rashidi': 1,\n",
       " 'Xiaogang Wang': 2,\n",
       " 'Adam C. Earle': 1,\n",
       " 'Andrew M. Saxe': 1,\n",
       " 'Benjamin Rosman': 1,\n",
       " 'Ozsel Kilinc': 1,\n",
       " 'Ismail Uysal': 1,\n",
       " 'Dave Janz': 1,\n",
       " 'Jos van der Westhuizen': 1,\n",
       " 'Brooks Paige': 2,\n",
       " 'Matt Kusner': 1,\n",
       " 'Voot Tangkaratt': 2,\n",
       " 'Masashi Sugiyama': 2,\n",
       " 'Sjoerd van Steenkiste': 2,\n",
       " 'Lifu Tu': 1,\n",
       " 'Jiaxin Shi': 2,\n",
       " 'Shengyang Sun': 2,\n",
       " 'Jun Zhu': 3,\n",
       " 'Hervé Jégou': 3,\n",
       " 'Mario Geiger': 1,\n",
       " 'Jonas Köhler': 1,\n",
       " 'Jiachen Yang': 2,\n",
       " 'Xiaojing Ye': 1,\n",
       " 'Rakshit Trivedi': 2,\n",
       " 'Huan Xu': 2,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'Hippolyt Ritter': 1,\n",
       " 'Aleksandar Botev': 2,\n",
       " 'David Barber': 3,\n",
       " 'Pengchuan Zhang': 1,\n",
       " 'Tao Xu': 1,\n",
       " 'Xiaodong He': 1,\n",
       " 'Saumya Jetley': 1,\n",
       " 'Nicholas A. Lord': 1,\n",
       " 'Namhoon Lee': 3,\n",
       " 'Philip H. S. Torr': 3,\n",
       " 'Karol Hausman': 2,\n",
       " 'Matt Johnson': 1,\n",
       " 'Ke Zhai': 1,\n",
       " 'Huan Wang': 1,\n",
       " 'Pan Zhou': 1,\n",
       " 'Jiashi Feng': 2,\n",
       " 'Alon Brutzkus': 1,\n",
       " 'Amir Globerson': 2,\n",
       " 'Eran Malach': 1,\n",
       " 'Shai Shalev-Shwartz': 2,\n",
       " 'Brian Bullins': 1,\n",
       " 'Cyril Zhang': 2,\n",
       " 'Eric Martin': 1,\n",
       " 'Chris Cundy': 1,\n",
       " 'Hsin-Yuan Huang': 2,\n",
       " 'Chenguang Zhu': 1,\n",
       " 'Yelong Shen': 1,\n",
       " 'Weizhu Chen': 2,\n",
       " 'Rémi Flamary': 1,\n",
       " 'Mélanie Ducoffe': 1,\n",
       " 'Carlos Esteves': 1,\n",
       " 'Christine Allen-Blanchette': 1,\n",
       " 'Xiaowei Zhou': 1,\n",
       " 'Dejiao Zhang': 1,\n",
       " 'Haozhu Wang': 1,\n",
       " 'Mario Figueiredo': 1,\n",
       " 'Laura Balzano': 1,\n",
       " 'Jörn-Henrik Jacobsen': 1,\n",
       " 'Arnold W.M. Smeulders': 1,\n",
       " 'Edouard Oyallon': 1,\n",
       " 'Guneet S. Dhillon': 1,\n",
       " 'Kamyar Azizzadenesheli': 2,\n",
       " ...}"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acceptedAuthor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 12,\n",
       " 'Jianfeng Gao': 4,\n",
       " 'Honglak Lee': 6,\n",
       " 'Kotaro Nakayama': 5,\n",
       " 'Yutaka Matsuo': 7,\n",
       " 'Pushmeet Kohli': 5,\n",
       " 'Quoc V. Le': 6,\n",
       " 'Dawn Song': 6,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Kyunghyun Cho': 5,\n",
       " 'Ilya Sutskever': 4,\n",
       " 'Ludovic Denoyer': 4,\n",
       " 'Masahiro Suzuki': 5,\n",
       " 'Li Deng': 3,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Edward Choi': 2,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Jimeng Sun': 3,\n",
       " 'Samy Bengio': 3,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Lukasz Kaiser': 4,\n",
       " 'Aaron Courville': 5,\n",
       " 'Levent Sagun': 2,\n",
       " 'Yann LeCun': 4,\n",
       " 'Adam Trischler': 3,\n",
       " 'Alessandro Sordoni': 2,\n",
       " 'Philip Bachman': 2,\n",
       " 'Michael Auli': 3,\n",
       " 'David Grangier': 3,\n",
       " 'Le Song': 3,\n",
       " 'Rico Jonschkowski': 2,\n",
       " 'Oliver Brock': 2,\n",
       " 'Itay Hubara': 2,\n",
       " 'Kai Arulkumaran': 3,\n",
       " 'Hervé Glotin': 2,\n",
       " 'Bowen Zhou': 2,\n",
       " 'Bing Xiang': 2,\n",
       " 'Xi Chen': 2,\n",
       " 'Yan Duan': 2,\n",
       " 'John Schulman': 3,\n",
       " 'Pieter Abbeel': 5,\n",
       " 'Sungjin Ahn': 3,\n",
       " 'Sarath Chandar': 2,\n",
       " 'Caiming Xiong': 5,\n",
       " 'Richard Socher': 5,\n",
       " 'Tom Zahavy': 2,\n",
       " 'Shie Mannor': 2,\n",
       " 'Daniel Jiwoong Im': 2,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
       " 'Tri Nguyen': 1,\n",
       " 'Mir Rosenberg': 1,\n",
       " 'Xia Song': 1,\n",
       " 'Saurabh Tiwary': 1,\n",
       " 'Rangan Majumder': 1,\n",
       " 'Jörn-Henrik Jacobsen': 2,\n",
       " 'Bert De Brabandere': 2,\n",
       " 'Arnold W.M. Smeulders': 1,\n",
       " 'Aditya Grover': 1,\n",
       " 'Stefano Ermon': 3,\n",
       " '': 1,\n",
       " 'Louis Shao': 1,\n",
       " 'Stephan Gouws': 2,\n",
       " 'Denny Britz': 1,\n",
       " 'Anna Goldie': 2,\n",
       " 'Brian Strope': 2,\n",
       " 'Ray Kurzweil': 2,\n",
       " 'Franziska Horn': 1,\n",
       " 'Klaus-Robert Müller': 1,\n",
       " 'Rasool Fakoor': 1,\n",
       " 'Abdel-rahman Mohamed': 1,\n",
       " 'Margaret Mitchell': 1,\n",
       " 'Sing Bing Kang': 1,\n",
       " 'Krzysztof Chalupka': 1,\n",
       " 'Robert Chen': 1,\n",
       " 'Mohammad Ali Mehrolhassani': 1,\n",
       " 'Majid Mohammadi': 1,\n",
       " 'Pedro H. P. Savarese': 1,\n",
       " 'Leonardo O. Mazza': 1,\n",
       " 'Daniel R. Figueiredo': 1,\n",
       " 'Bofang Li': 1,\n",
       " 'Tao Liu': 1,\n",
       " 'Zhe Zhao': 1,\n",
       " 'Buzhou Tang': 1,\n",
       " 'Xiaoyong Du': 1,\n",
       " 'Irwan Bello*': 1,\n",
       " 'Hieu Pham*': 1,\n",
       " 'Mohammad Norouzi': 3,\n",
       " 'Qiang Liu': 3,\n",
       " 'Yihao Feng': 1,\n",
       " 'Tianxiang Gao': 1,\n",
       " 'Vladimir Jojic': 2,\n",
       " 'Chang Liu': 2,\n",
       " 'Xin Wang': 2,\n",
       " 'Richard Shin': 2,\n",
       " 'Joseph E. Gonzalez': 2,\n",
       " 'Sihan Li': 1,\n",
       " 'Jiantao Jiao': 1,\n",
       " 'Yanjun Han': 1,\n",
       " 'Tsachy Weissman': 2,\n",
       " 'Alberto Delmás Lascorz': 1,\n",
       " 'Sayeh Sharify': 1,\n",
       " 'Patrick Judd': 1,\n",
       " 'Andreas Moshovos': 1,\n",
       " 'Jianwen Xie': 1,\n",
       " 'Yang Lu': 1,\n",
       " 'Ruiqi Gao': 1,\n",
       " 'Song-Chun Zhu': 2,\n",
       " 'Ying Nian Wu': 3,\n",
       " 'Gabriel Pereyra': 1,\n",
       " 'George Tucker': 3,\n",
       " 'Geoffrey Hinton': 1,\n",
       " 'Zhengping Che': 2,\n",
       " 'Sanjay Purushotham': 2,\n",
       " 'David Sontag': 2,\n",
       " 'Yan Liu': 2,\n",
       " 'Cheng-Zhi Anna Huang': 1,\n",
       " 'Tim Cooijmans': 1,\n",
       " 'Adam Roberts': 1,\n",
       " 'Douglas Eck': 1,\n",
       " 'Rudolf Kadlec': 2,\n",
       " 'Ondřej Bajgar': 1,\n",
       " 'Peter Hrincar': 1,\n",
       " 'Jan Kleindienst': 1,\n",
       " 'Wenyuan Zeng': 2,\n",
       " 'Wenjie Luo': 1,\n",
       " 'Sanja Fidler': 1,\n",
       " 'Raquel Urtasun': 2,\n",
       " 'David Silver': 4,\n",
       " 'Hado van Hasselt': 3,\n",
       " 'Matteo Hessel': 3,\n",
       " 'Tom Schaul': 2,\n",
       " 'Arthur Guez': 3,\n",
       " 'Tim Harley': 1,\n",
       " 'Gabriel Dulac-Arnold': 1,\n",
       " 'David Reichert': 2,\n",
       " 'Neil Rabinowitz': 1,\n",
       " 'Andre Barreto': 3,\n",
       " 'Thomas Degris': 1,\n",
       " 'Yunpeng Chen': 1,\n",
       " 'Xiaojie Jin': 1,\n",
       " 'Jiashi Feng': 2,\n",
       " 'Shuicheng Yan': 1,\n",
       " 'Leon Bottou': 3,\n",
       " 'Eric Price': 2,\n",
       " 'Wojciech Zaremba': 1,\n",
       " 'Aurelia Léon': 1,\n",
       " 'Eugene Vorontsov': 1,\n",
       " 'Chiheb Trabelsi': 2,\n",
       " 'Samuel Kadoury': 1,\n",
       " 'Chris Pal': 2,\n",
       " 'Yuanzhi Ke': 1,\n",
       " 'Masafumi Hagiwara': 1,\n",
       " 'Timothee LESORT': 1,\n",
       " 'David FILLIAT': 1,\n",
       " 'Gyuwan Kim': 1,\n",
       " 'Hayoon Yi': 1,\n",
       " 'Jangho Lee': 1,\n",
       " 'Yunheung Paek': 1,\n",
       " 'Sungroh Yoon': 1,\n",
       " 'Serena Yeung': 1,\n",
       " 'Anitha Kannan': 1,\n",
       " 'Yann Dauphin': 2,\n",
       " 'Li Fei-Fei': 2,\n",
       " 'Weidi Xie': 1,\n",
       " 'Alison Noble': 1,\n",
       " 'Andrew Zisserman': 2,\n",
       " 'Junhyuk Oh': 4,\n",
       " 'Satinder Singh': 4,\n",
       " 'Tong Wang': 1,\n",
       " 'Xingdi Yuan': 1,\n",
       " 'Justin Harris': 1,\n",
       " 'Kaheer Suleman': 1,\n",
       " 'Sajid Anwar': 1,\n",
       " 'Wonyong Sung': 2,\n",
       " 'Thomas Trogdon': 1,\n",
       " 'Patrick McClure': 1,\n",
       " 'Nikolaus Kriegeskorte': 1,\n",
       " 'Jonas Gehring': 1,\n",
       " 'Yann N. Dauphin': 1,\n",
       " 'Zichao Yang': 2,\n",
       " 'Phil Blunsom': 4,\n",
       " 'Chris Dyer': 4,\n",
       " 'Wang Ling': 2,\n",
       " 'Joao F. Henriques': 1,\n",
       " 'Andrea Vedaldi': 2,\n",
       " 'Ron Dekel': 1,\n",
       " 'Karol Grzegorczyk': 1,\n",
       " 'Marcin Kurdziel': 1,\n",
       " 'Sahil Garg': 1,\n",
       " 'Irina Rish': 1,\n",
       " 'Guillermo Cecchi': 1,\n",
       " 'Aurelie Lozano': 1,\n",
       " 'Antonio Valerio Miceli Barone': 1,\n",
       " 'Anna C. Gilbert': 1,\n",
       " 'Yi Zhang': 2,\n",
       " 'Kibok Lee': 2,\n",
       " 'Yuting Zhang': 1,\n",
       " 'Jakob Foerster': 3,\n",
       " 'Justin Gilmer': 3,\n",
       " 'Jascha Sohl-dickstein': 2,\n",
       " 'David Sussillo': 2,\n",
       " 'Farkhondeh Kiaee': 1,\n",
       " 'Christian Gagné': 2,\n",
       " 'and Mahdieh Abbasi': 1,\n",
       " 'Lajanugen Logeswaran': 1,\n",
       " 'Dragomir Radev': 1,\n",
       " 'Rahul G. Krishnan': 1,\n",
       " 'Matthew Hoffman': 1,\n",
       " 'Tao Lin': 2,\n",
       " 'Tian Guo': 2,\n",
       " 'Karl Aberer': 2,\n",
       " 'Melanie Ducoffe': 1,\n",
       " 'Frederic Precioso': 1,\n",
       " 'Vivek Ramamurthy': 1,\n",
       " 'Nigel Duffy': 1,\n",
       " 'Jernej Kos': 2,\n",
       " 'Ian Fischer': 4,\n",
       " 'Miguel Lazaro-Gredilla': 1,\n",
       " 'Yi Liu': 2,\n",
       " 'D. Scott Phoenix': 1,\n",
       " 'Dileep George': 1,\n",
       " 'Abram L. Friesen': 1,\n",
       " 'Pedro Domingos': 1,\n",
       " 'Evan Racah': 1,\n",
       " 'Christopher Beckham': 1,\n",
       " 'Tegan Maharaj': 1,\n",
       " 'Prabhat': 1,\n",
       " 'Christopher Pal': 2,\n",
       " 'Paul Hongsuck Seo': 1,\n",
       " 'Zhe Lin': 1,\n",
       " 'Scott Cohen': 1,\n",
       " 'Xiaohui Shen': 1,\n",
       " 'Bohyung Han': 1,\n",
       " 'Sergey Bartunov': 1,\n",
       " 'Dmitry P. Vetrov': 1,\n",
       " 'Federico Raue': 1,\n",
       " 'Sebastian Palacio': 1,\n",
       " 'Andreas Dengel': 1,\n",
       " 'Marcus Liwicki': 1,\n",
       " 'Hanjun Dai*': 1,\n",
       " 'Yichen Wang*': 1,\n",
       " 'Rakshit Trivedi': 1,\n",
       " 'Antonin Raffin': 1,\n",
       " 'Sebastian Höfer': 1,\n",
       " 'Freek Stulp': 1,\n",
       " 'Rui Luo': 2,\n",
       " 'Xiaojun Xu': 2,\n",
       " 'Weinan Zhang': 2,\n",
       " 'Jun Wang': 2,\n",
       " 'Nadav Bhonker': 1,\n",
       " 'Shai Rozenberg': 2,\n",
       " 'Randall Balestriero': 2,\n",
       " 'Herve Glotin': 1,\n",
       " 'Ting Yao': 1,\n",
       " 'Yingwei Pan': 1,\n",
       " 'Yehao Li': 1,\n",
       " 'Zhaofan Qiu': 1,\n",
       " 'Tao Mei': 1,\n",
       " 'Nat Dilokthanakul': 1,\n",
       " 'Pedro A. M. Mediano': 1,\n",
       " 'Marta Garnelo': 2,\n",
       " 'Matthew C.H. Lee': 1,\n",
       " 'Hugh Salimbeni': 1,\n",
       " 'Murray Shanahan': 2,\n",
       " 'Giambattista Parascandolo': 2,\n",
       " 'Heikki Huttunen': 1,\n",
       " 'Tuomas Virtanen': 1,\n",
       " 'Shota Horiguchi': 1,\n",
       " 'Daiki Ikami': 1,\n",
       " 'Kiyoharu Aizawa': 1,\n",
       " 'Adrian Benton': 1,\n",
       " 'Huda Khayrallah': 1,\n",
       " 'Biman Gujral': 1,\n",
       " 'Drew Reisinger': 1,\n",
       " 'Sheng Zhang': 1,\n",
       " 'Raman Arora': 1,\n",
       " 'Kenton Lee': 3,\n",
       " 'Tom Kwiatkowksi': 1,\n",
       " 'Ankur Parikh': 1,\n",
       " 'Dipanjan Das': 1,\n",
       " 'Antonia Creswell': 4,\n",
       " 'Anil Anthony Bharath': 1,\n",
       " 'N. Siddharth': 2,\n",
       " 'Brooks Paige': 1,\n",
       " 'Alban Desmaison': 1,\n",
       " 'Jan-Willem van de Meent': 1,\n",
       " 'Frank Wood': 2,\n",
       " 'Noah D. Goodman': 2,\n",
       " 'Philip H.S. Torr': 1,\n",
       " 'Grzegorz Swirszcz': 1,\n",
       " 'Wojciech Marian Czarnecki': 1,\n",
       " 'Razvan Pascanu': 1,\n",
       " 'Joan Serrà': 1,\n",
       " 'Alexandros Karatzoglou': 2,\n",
       " 'Vincent Roger': 1,\n",
       " 'Marius Bartcus': 1,\n",
       " 'Faicel Chamroukhi': 1,\n",
       " 'Zhuoyuan Chen': 1,\n",
       " 'Han Zhao': 3,\n",
       " 'Xiao Liu': 1,\n",
       " 'Wei Xu': 2,\n",
       " 'Mukund Sundararajan': 1,\n",
       " 'Ankur Taly': 1,\n",
       " 'Qiqi Yan': 1,\n",
       " 'Antonio Vergari': 1,\n",
       " 'Robert Peharz': 1,\n",
       " 'Nicola Di Mauro': 1,\n",
       " 'Floriana Esposito': 1,\n",
       " 'John Boaz Lee': 1,\n",
       " 'Xiangnan Kong': 2,\n",
       " 'Alessandro Achille': 1,\n",
       " 'Stefano Soatto': 1,\n",
       " 'Elad Hoffer': 2,\n",
       " 'Nir Ailon': 1,\n",
       " 'Marc Goessling': 1,\n",
       " 'Yali Amit': 1,\n",
       " 'Yang Yu': 3,\n",
       " 'Wei Zhang': 4,\n",
       " 'Kazi Hasan': 1,\n",
       " 'Mo Yu': 2,\n",
       " 'Haoran Tang': 1,\n",
       " 'Rein Houthooft': 1,\n",
       " 'Davis Foote': 1,\n",
       " 'Adam Stooke': 1,\n",
       " 'Filip De Turck': 1,\n",
       " 'Ashwin K Vijayakumar': 1,\n",
       " 'Michael Cogswell': 1,\n",
       " 'Ramprasaath R. Selvaraju': 1,\n",
       " 'Qing Sun': 2,\n",
       " 'Stefan Lee': 2,\n",
       " 'David Crandall': 2,\n",
       " 'Dhruv Batra': 3,\n",
       " 'Avishkar Bhoopchand': 1,\n",
       " 'Tim Rocktäschel': 2,\n",
       " 'Earl Barr': 1,\n",
       " 'Sebastian Riedel': 3,\n",
       " 'Xinyun Chen': 2,\n",
       " 'Bo Li': 4,\n",
       " 'Yevgeniy Vorobeychik': 1,\n",
       " 'Matthew Riemer': 2,\n",
       " 'Elham Khabiri': 1,\n",
       " 'Richard Goodwin': 1,\n",
       " 'Andras Rozsa': 1,\n",
       " 'Manuel Gunther': 1,\n",
       " 'Terrance E. Boult': 1,\n",
       " 'Chun-Liang Li': 1,\n",
       " 'Siamak Ravanbakhsh': 2,\n",
       " 'Barnabas Poczos': 2,\n",
       " 'Mehdi Cherti': 1,\n",
       " 'Balázs Kégl': 1,\n",
       " 'Akın Kazakçı': 1,\n",
       " 'Xin Zheng': 1,\n",
       " 'Zhenzhou Wu': 1,\n",
       " 'Yelong Shen': 1,\n",
       " 'Po-Sen Huang': 2,\n",
       " 'Weizhu Chen': 1,\n",
       " 'Yelong Shen*': 1,\n",
       " 'Po-Sen Huang*': 1,\n",
       " 'Ming-Wei Chang': 2,\n",
       " 'Nicolas Le Roux': 3,\n",
       " 'Edouard Oyallon': 2,\n",
       " 'Théodore Bluche': 1,\n",
       " 'Christopher Kermorvant': 1,\n",
       " 'Claude Touzet': 1,\n",
       " 'Xue Bin Peng': 1,\n",
       " 'Michiel van de Panne': 1,\n",
       " 'Linnan Wang': 2,\n",
       " 'Wei Wu': 3,\n",
       " 'George Bosilca': 1,\n",
       " 'Richard Vuduc': 1,\n",
       " 'Zenglin Xu': 2,\n",
       " 'Hyo-Eun Kim': 1,\n",
       " 'Sangheum Hwang': 1,\n",
       " 'Pranav Shyam': 1,\n",
       " 'Ambedkar Dukkipati': 1,\n",
       " 'Zachary C. Lipton': 1,\n",
       " 'Lihong Li': 2,\n",
       " 'Jianshu Chen': 1,\n",
       " 'Prajit Ramachandran': 1,\n",
       " 'Peter J. Liu': 1,\n",
       " 'Yanghao Li': 1,\n",
       " 'Naiyan Wang': 1,\n",
       " 'Jianping Shi': 1,\n",
       " 'Jiaying Liu': 1,\n",
       " 'Xiaodi Hou': 1,\n",
       " 'Heeyoul Choi': 2,\n",
       " 'Tanel Parnamaa': 1,\n",
       " 'Caglar Gulcehre': 2,\n",
       " 'Bhuwan Dhingra': 1,\n",
       " 'Hanxiao Liu': 3,\n",
       " 'Zhilin Yang': 1,\n",
       " 'William W. Cohen': 2,\n",
       " 'Ruslan Salakhutdinov': 4,\n",
       " 'Shenjian Zhao': 1,\n",
       " 'Zhihua Zhang': 2,\n",
       " 'Arvind Neelakantan': 1,\n",
       " 'Luke Vilnis': 1,\n",
       " 'Karol Kurach': 1,\n",
       " 'James Martens': 1,\n",
       " 'Sebastian Ruder': 1,\n",
       " 'Parsa Ghaffari': 1,\n",
       " 'John G. Breslin': 1,\n",
       " 'Maithra Raghu': 1,\n",
       " 'Ben Poole': 3,\n",
       " 'Jon Kleinberg': 1,\n",
       " 'Surya Ganguli': 1,\n",
       " 'Jascha Sohl-Dickstein': 2,\n",
       " 'Etai Littwin': 1,\n",
       " 'Lior Wolf': 1,\n",
       " 'Ivet Rafegas': 1,\n",
       " 'Maria Vanrell': 1,\n",
       " 'Luís A. Alexandre': 1,\n",
       " 'Alexander Fonarev': 1,\n",
       " 'Alexey Grinchuk': 1,\n",
       " 'Gleb Gusev': 1,\n",
       " 'Pavel Serdyukov': 1,\n",
       " 'Ivan Oseledets': 3,\n",
       " 'Jose Rozanec': 1,\n",
       " 'Gilad Katz': 1,\n",
       " 'Eui Chul Richard Shin': 1,\n",
       " 'Shayne Longpre': 1,\n",
       " 'Sabeek Pradhan': 1,\n",
       " 'Yannis M. Assael': 1,\n",
       " 'Brendan Shillingford': 2,\n",
       " 'Shimon Whiteson': 3,\n",
       " 'Nando de Freitas': 3,\n",
       " 'Arash Shahriari': 1,\n",
       " 'Dawei Li': 1,\n",
       " 'Xiaolong Wang': 2,\n",
       " 'Deguang Kong': 2,\n",
       " 'Mooi Choo Chuah': 1,\n",
       " 'Ludovic Dos Santos': 1,\n",
       " 'Ali Ziat': 1,\n",
       " 'Benjamin Piwowarski': 1,\n",
       " 'Patrick Gallinari': 2,\n",
       " 'Rohollah Soltani': 1,\n",
       " 'Hui Jiang': 1,\n",
       " 'Asier Mujika': 2,\n",
       " 'Roman Novak': 1,\n",
       " 'Megan Leszczynski': 1,\n",
       " 'Jose Moreira': 1,\n",
       " 'Masatosi Uehara': 1,\n",
       " 'Issei Sato': 1,\n",
       " 'Youngjoo Seo': 1,\n",
       " 'Michaël Defferrard': 1,\n",
       " 'Pierre Vandergheynst': 2,\n",
       " 'Xavier Bresson': 2,\n",
       " 'Luis Gonzalo Sanchez Giraldo': 1,\n",
       " 'Jianmin Chen*': 1,\n",
       " 'Xinghao Pan*': 1,\n",
       " 'Rajat Monga': 1,\n",
       " 'Rafal Jozefowicz': 2,\n",
       " 'Peter Potash': 1,\n",
       " 'Alexey Romanov': 1,\n",
       " 'Anna Rumshisky': 1,\n",
       " 'Sanjay Ganapathy': 1,\n",
       " 'Swagath Venkataramani': 2,\n",
       " 'Balaraman Ravindran': 3,\n",
       " 'Anand Raghunathan': 1,\n",
       " 'Tristan Cazenave': 1,\n",
       " 'Weiran Wang': 2,\n",
       " 'Xinchen Yan': 1,\n",
       " 'Karen Livescu': 2,\n",
       " 'Liping Jing': 1,\n",
       " 'MiaoMiao Cheng': 1,\n",
       " 'Liu Yang': 2,\n",
       " 'Alex Gittens': 1,\n",
       " 'Michael W. Mahoney': 3,\n",
       " 'Hai Wang': 1,\n",
       " 'Takeshi Onishi': 1,\n",
       " 'David McAllester': 2,\n",
       " 'Chang Xu': 1,\n",
       " 'Tao Qin': 3,\n",
       " 'Gang Wang': 1,\n",
       " 'Tie-Yan Liu': 3,\n",
       " 'Bailey Kong': 1,\n",
       " 'Charless C. Fowlkes': 1,\n",
       " 'Christopher Tensmeyer': 1,\n",
       " 'Tony Martinez': 1,\n",
       " 'Stefan Carlsson': 1,\n",
       " 'Hossein Azizpour': 2,\n",
       " 'Ali Razavian': 1,\n",
       " 'Leslie N. Smith': 2,\n",
       " 'Nicholay Topin': 2,\n",
       " 'Haoqi Fan': 1,\n",
       " 'Yu Zhang': 2,\n",
       " 'Kris M. Kitani': 1,\n",
       " 'Nir Baram': 1,\n",
       " 'Kimin Lee': 2,\n",
       " 'Jaehyung Kim': 1,\n",
       " 'Song Chong': 1,\n",
       " 'Jinwoo Shin': 3,\n",
       " 'Hao Zhao': 2,\n",
       " 'Ming Lu': 1,\n",
       " 'Anbang Yao': 2,\n",
       " 'Yurong Chen': 2,\n",
       " 'Li Zhang': 2,\n",
       " 'He Ma': 1,\n",
       " 'Chris Dongjoo Kim': 1,\n",
       " 'Graham Taylor': 1,\n",
       " 'Jean Harb': 1,\n",
       " 'Doina Precup': 1,\n",
       " 'Peter L. Bartlett': 1,\n",
       " 'Matthieu Labeau': 1,\n",
       " 'Alexandre Allauzen': 1,\n",
       " 'Iulian V. Serban': 1,\n",
       " 'Alexander G. Ororbia II': 1,\n",
       " 'Joelle Pineau': 4,\n",
       " 'Dimitrios C. Gklezakos': 1,\n",
       " 'Rajesh P. N. Rao': 1,\n",
       " 'Yotam Hechtlinger': 2,\n",
       " 'Purvasha Chakravarti': 1,\n",
       " 'Jining Qin': 1,\n",
       " 'Zenna Tavares': 1,\n",
       " 'Armando Solar-Lezama': 2,\n",
       " 'Tom White': 1,\n",
       " 'Yilei Xiong': 1,\n",
       " 'Dahua Lin': 1,\n",
       " 'Haoying Niu': 1,\n",
       " 'JIefeng Cheng': 1,\n",
       " 'Zhenguo Li': 1,\n",
       " 'Michael Tao': 1,\n",
       " 'Kristin Branson': 1,\n",
       " 'Ludovic Trottier': 2,\n",
       " 'Philippe Giguère': 3,\n",
       " 'Brahim Chaib-draa': 3,\n",
       " 'Makoto Nakatsuji': 1,\n",
       " 'Hisashi Ito': 1,\n",
       " 'Naruhiro Ikeda': 1,\n",
       " 'Shota Sagara': 1,\n",
       " 'Akihisa Fujita': 1,\n",
       " 'Hiroki Kurotaki': 1,\n",
       " 'Alan Mosca': 1,\n",
       " 'George D. Magoulas': 1,\n",
       " 'Mickaël Chen': 1,\n",
       " 'Jake Snell': 1,\n",
       " 'Kevin Swersky': 2,\n",
       " 'Richard Zemel': 1,\n",
       " 'Shyam Upadhyay': 2,\n",
       " 'Kai-Wei Chang': 1,\n",
       " 'James Zou': 2,\n",
       " 'Matt Taddy': 1,\n",
       " 'Adam Kalai': 1,\n",
       " 'Huayu Li': 1,\n",
       " 'Martin Renqiang Min': 3,\n",
       " 'Yong Ge': 1,\n",
       " 'Asim Kadav': 1,\n",
       " 'Roee Aharoni': 1,\n",
       " 'Yoav Goldberg': 2,\n",
       " 'Armen Aghajanyan': 1,\n",
       " 'Saeed Maleki': 1,\n",
       " 'Madanlal Musuvathi': 1,\n",
       " 'Todd Mytkowicz': 1,\n",
       " 'Yufei Ding': 3,\n",
       " 'Onkar Bhardwaj': 1,\n",
       " 'Guojing Cong': 1,\n",
       " 'Soravit Changpinyo': 1,\n",
       " 'Mark Sandler': 1,\n",
       " 'Andrey Zhmoginov': 1,\n",
       " 'Anirudh Goyal': 4,\n",
       " 'Nan Rosemary Ke': 3,\n",
       " 'Alex Lamb': 4,\n",
       " 'Edwin D. de Jong': 1,\n",
       " 'Liwen Zhang': 1,\n",
       " 'John Winn': 1,\n",
       " 'Ryota Tomioka': 2,\n",
       " 'Patrick Putzky': 1,\n",
       " 'Max Welling': 2,\n",
       " 'Manzil Zaheer': 2,\n",
       " 'Guy L. Steele Jr.': 1,\n",
       " 'Nikolas Wolfe': 1,\n",
       " 'Aditya Sharma': 2,\n",
       " 'Lukas Drude': 1,\n",
       " 'Bhiksha Raj': 2,\n",
       " 'Joji Toyama': 2,\n",
       " 'Masanori Misono': 1,\n",
       " 'Thomas Nedelec': 1,\n",
       " 'Elena Smirnova': 1,\n",
       " 'Flavian Vasile': 1,\n",
       " 'Mingbo Ma': 1,\n",
       " 'Liang Huang': 1,\n",
       " 'Taewan Kim': 1,\n",
       " 'Kazuma Hashimoto': 1,\n",
       " 'Yoshimasa Tsuruoka': 1,\n",
       " 'Alfredo Canziani': 1,\n",
       " 'Adam Paszke': 1,\n",
       " 'Eugenio Culurciello': 1,\n",
       " 'Jayanth Koushik': 1,\n",
       " 'Hiroaki Hayashi': 1,\n",
       " 'Guillaume Alain': 1,\n",
       " 'Ramesh Nallapati': 1,\n",
       " 'Bowen Zhou and Mingbo Ma': 1,\n",
       " 'Chao-Yuan Wu': 1,\n",
       " 'Amr Ahmed': 1,\n",
       " 'Alex Beutel': 1,\n",
       " 'Alexander J. Smola': 1,\n",
       " 'Alex Nowak': 1,\n",
       " 'Joan Bruna': 2,\n",
       " 'Alessandro Magnani': 1,\n",
       " 'Abhinandan Krishnan': 1,\n",
       " 'Shengdong Zhang': 1,\n",
       " 'Soheil Bahrampour': 1,\n",
       " 'Naveen Ramakrishnan': 1,\n",
       " 'Mohak Shah': 1,\n",
       " 'Jay Yoon Lee': 1,\n",
       " 'Daniel Berio': 1,\n",
       " 'Memo Akten': 1,\n",
       " 'Frederic Fol Leymarie': 1,\n",
       " 'Mick Grierson': 1,\n",
       " 'Réjean Plamondon': 1,\n",
       " 'Yan Wang': 1,\n",
       " 'Kun He': 2,\n",
       " 'John E. Hopcroft': 2,\n",
       " 'Yu Sun': 2,\n",
       " 'Hugo Larochelle': 2,\n",
       " 'Pascal Vincent': 2,\n",
       " 'Gerald Tesauro': 3,\n",
       " 'Brendan Maginnis': 3,\n",
       " 'Kevin Murphy': 3,\n",
       " 'Yusuke Iwasawa': 3,\n",
       " 'Anima Anandkumar': 4,\n",
       " 'Been Kim': 2,\n",
       " 'Balaji Krishnamurthy': 2,\n",
       " 'Guokun Lai': 2,\n",
       " 'Eduard Hovy': 4,\n",
       " 'Amos Storkey': 3,\n",
       " 'Hod Lipson': 3,\n",
       " 'Yiming Yang': 4,\n",
       " 'Boris Ginsburg': 3,\n",
       " 'Sergey Levine': 4,\n",
       " 'Theophane Weber': 3,\n",
       " 'Oriol Vinyals': 2,\n",
       " 'Daan Wierstra': 2,\n",
       " 'Remi Munos': 2,\n",
       " 'Sander Bohte': 2,\n",
       " 'Adam Lerer': 2,\n",
       " 'Inderjit S. Dhillon': 2,\n",
       " 'Dumitru Erhan': 2,\n",
       " 'Stanisław Jastrzębski': 3,\n",
       " 'Rui Yan': 3,\n",
       " 'Dongyan Zhao': 3,\n",
       " 'Kevin Jamieson': 2,\n",
       " 'Adams Wei Yu': 2,\n",
       " 'Jaime Carbonell': 3,\n",
       " 'Ole Winther': 3,\n",
       " 'Pierre H. Richemond': 2,\n",
       " 'Joshua B. Tenenbaum': 2,\n",
       " 'Minh-Thang Luong': 3,\n",
       " 'Stephan Hoyer': 2,\n",
       " 'Navin Goyal': 2,\n",
       " 'Tommi Jaakkola': 4,\n",
       " 'Hiroshi Inoue': 2,\n",
       " 'Warren He': 3,\n",
       " 'Jun-Yan Zhu': 3,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Biswa Sengupta': 3,\n",
       " 'Giannis Nikolentzos': 3,\n",
       " 'Polykarpos Meladianos': 2,\n",
       " 'Michalis Vazirgiannis': 3,\n",
       " 'Devansh Arpit': 4,\n",
       " 'Jia Bi': 1,\n",
       " 'Mahdi Azarafrooz': 1,\n",
       " 'Amelie Royer': 1,\n",
       " 'Konstantinos Bousmalis': 1,\n",
       " 'Fred Bertsch': 1,\n",
       " 'Inbar Mosseri': 1,\n",
       " 'Forrester Cole': 1,\n",
       " 'Jianfei Chen': 1,\n",
       " 'Jun Zhu': 3,\n",
       " 'Amirata Ghorbani': 1,\n",
       " 'Abubakar Abid': 1,\n",
       " 'Takuro Kutsuna': 1,\n",
       " 'Alasdair Newson': 1,\n",
       " 'Andres Almansa': 1,\n",
       " 'Yann Gousseau': 1,\n",
       " 'Said Ladjal': 1,\n",
       " 'Prannay Khosla': 1,\n",
       " 'Preethi Jyothi': 1,\n",
       " 'Vinay P. Namboodiri': 1,\n",
       " 'Mukundhan Srinivasan': 1,\n",
       " 'Jeremy Bernstein': 1,\n",
       " 'Kamyar Azizzadenesheli': 2,\n",
       " 'Yu-Xiang Wang': 1,\n",
       " 'Sean Welleck': 1,\n",
       " 'Zixin Yao': 1,\n",
       " 'Yu Gai': 2,\n",
       " 'Jialin Mao': 1,\n",
       " 'Zheng Zhang': 2,\n",
       " 'Qiao Liu': 1,\n",
       " 'Xiaohui Yang': 1,\n",
       " 'Rui Wan': 1,\n",
       " 'Shouzhong Tu': 1,\n",
       " 'Zufeng Wu': 1,\n",
       " 'Martin Wattenberg': 1,\n",
       " 'Fernanda Viégas': 1,\n",
       " 'Thilo Strauss': 1,\n",
       " 'Markus Hanselmann': 1,\n",
       " 'Andrej Junginger': 1,\n",
       " 'Holger Ulmer': 1,\n",
       " 'Anderson Y. Zhang': 1,\n",
       " 'Miao Lu': 1,\n",
       " 'Jimmy Yang': 1,\n",
       " 'Abhishek Sinha': 1,\n",
       " 'Akilesh B': 1,\n",
       " 'Mausoom Sarkar': 1,\n",
       " 'Francois Fagan': 1,\n",
       " 'Garud Iyengar': 1,\n",
       " 'Qizhe Xie': 2,\n",
       " 'Zihang Dai': 2,\n",
       " 'Rui Liu': 1,\n",
       " 'Wei Wei': 2,\n",
       " 'Weiguang Mao': 1,\n",
       " 'Maria Chikina': 1,\n",
       " 'Ricky Loynd': 1,\n",
       " 'Matthew Hausknecht': 2,\n",
       " 'Hazem A. A. Nomer': 1,\n",
       " 'Abdallah Aboutahoun': 1,\n",
       " 'Ashraf Elsayed': 1,\n",
       " 'Nicholas Carlini': 2,\n",
       " 'Guy Katz': 1,\n",
       " 'Clark Barrett': 1,\n",
       " 'David L. Dill': 1,\n",
       " 'Conor Durkan': 1,\n",
       " 'Harrison Edwards': 1,\n",
       " 'Oscar Chang': 1,\n",
       " 'Yuchen Hou': 1,\n",
       " 'Lawrence B. Holder': 1,\n",
       " 'Anthony Meehan': 1,\n",
       " 'Ryan K L Ko': 1,\n",
       " 'Geoff Holmes': 1,\n",
       " 'Ofir Nachum': 3,\n",
       " 'Dale Schuurmans': 2,\n",
       " 'Thomas Laurent': 1,\n",
       " 'Igor Gitman': 1,\n",
       " 'Yang You': 1,\n",
       " 'Felix Hill': 1,\n",
       " 'Karl Moritz Hermann': 2,\n",
       " 'Stephen Clark': 1,\n",
       " 'Chris Hettinger': 1,\n",
       " 'Tanner Christensen': 1,\n",
       " 'Jeff Humpherys': 1,\n",
       " 'Tyler J Jarvis': 1,\n",
       " 'Tong Che': 1,\n",
       " 'Yuchen Lu': 1,\n",
       " 'Surya Bhupatiraju': 1,\n",
       " 'Shane Gu': 1,\n",
       " 'Maruan Al-Shedivat': 3,\n",
       " 'Avinava Dubey': 1,\n",
       " 'Eric P. Xing': 2,\n",
       " 'Yuhuang Hu': 1,\n",
       " 'Adrian Huber': 1,\n",
       " 'Shih-Chii Liu': 2,\n",
       " 'Raanan Y. Yehezkel Rohekar': 1,\n",
       " 'Guy Koren': 1,\n",
       " 'Shami Nisimov': 1,\n",
       " 'Gal Novik': 1,\n",
       " 'Ioannis Antonoglou': 2,\n",
       " 'Karen Simonyan': 1,\n",
       " 'Davide Zambrano': 1,\n",
       " 'Isabella Pozzi': 2,\n",
       " 'Roeland Nusselder': 1,\n",
       " 'Timothée Lesort': 1,\n",
       " 'Florian Bordes': 1,\n",
       " 'Jean-Francois Goudou': 1,\n",
       " 'David Filliat': 1,\n",
       " 'Zhourong Chen': 1,\n",
       " 'Xiaopeng Li': 1,\n",
       " 'Nevin L. Zhang': 1,\n",
       " 'Boyuan Chen': 2,\n",
       " 'Warren Mo': 1,\n",
       " 'Ishanu Chattopadhyay': 1,\n",
       " 'Guanhua Zheng': 1,\n",
       " 'Jitao Sang': 1,\n",
       " 'Changsheng Xu': 1,\n",
       " 'Mehran Taghipour-Gorjikolaie': 1,\n",
       " 'Seyyed Mohammad Razavi': 1,\n",
       " 'Javad Sadri': 1,\n",
       " 'Ishan Durugkar': 2,\n",
       " 'Peter Stone': 2,\n",
       " 'Alexander Peysakhovich': 1,\n",
       " 'Zijun Zhang': 2,\n",
       " 'Lin Ma': 1,\n",
       " 'Zongpeng Li': 2,\n",
       " 'Chuan Wu': 1,\n",
       " 'Po-Wei Wang': 1,\n",
       " 'J. Zico Kolter': 2,\n",
       " 'Vijai Mohan': 1,\n",
       " 'David Krueger': 2,\n",
       " 'Chin-Wei Huang': 2,\n",
       " 'Riashat Islam': 1,\n",
       " 'Ryan Turner': 1,\n",
       " 'Alexandre Lacoste': 3,\n",
       " 'Patrick H. Chen': 1,\n",
       " 'Cho-jui Hsieh': 1,\n",
       " 'Mikolaj Binkowski': 1,\n",
       " 'Gautier Marti': 1,\n",
       " 'Philippe Donnat': 1,\n",
       " 'Ron Levie': 1,\n",
       " 'Federico Monti': 1,\n",
       " 'Michael M. Bronstein': 1,\n",
       " 'Pieter-Jan Kindermans': 1,\n",
       " 'Sara Hooker': 2,\n",
       " 'Julius Adebayo': 1,\n",
       " 'Kristof T. Schütt': 1,\n",
       " 'Maximilian Alber': 1,\n",
       " 'Sven Dähne': 1,\n",
       " 'Runyao Chen': 1,\n",
       " 'Kun Wu': 1,\n",
       " 'Ping Luo': 2,\n",
       " 'Shuai Tang': 1,\n",
       " 'Hailin Jin': 1,\n",
       " 'Chen Fang': 1,\n",
       " 'Zhaowen Wang': 1,\n",
       " 'Virginia R. de Sa': 2,\n",
       " 'Denis A. Gudovskiy': 1,\n",
       " 'Alec Hodgkinson': 1,\n",
       " 'Luca Rigazio': 1,\n",
       " 'David Macêdo': 1,\n",
       " 'Cleber Zanchettin': 1,\n",
       " 'Adriano L. I. Oliveira': 1,\n",
       " 'Teresa Ludermir': 1,\n",
       " 'Su Young Lee': 1,\n",
       " 'Sungik Choi': 1,\n",
       " 'Sae-Young Chung': 1,\n",
       " 'Xuefei Ning': 1,\n",
       " 'Yin Zheng': 1,\n",
       " 'Zhuxi Jiang': 1,\n",
       " 'Yu Wang': 2,\n",
       " 'Huazhong Yang': 1,\n",
       " 'Junzhou Huang': 3,\n",
       " 'João Sedoc': 1,\n",
       " 'Dean Foster': 1,\n",
       " 'Lyle Ungar': 1,\n",
       " 'Dzmitry Bahdanau': 1,\n",
       " 'Tom Bosc': 1,\n",
       " 'Edward Grefenstette': 2,\n",
       " 'Sourya Dey': 1,\n",
       " 'Kuan-Wen Huang': 1,\n",
       " 'Peter A. Beerel': 1,\n",
       " 'Keith M. Chugg': 1,\n",
       " 'Alec Radford': 1,\n",
       " 'Mengmi Zhang': 1,\n",
       " 'Keng Teck Ma': 1,\n",
       " 'Joo Hwee Lim': 1,\n",
       " 'Shih-Cheng Yen': 1,\n",
       " 'Qi Zhao': 1,\n",
       " 'Jian Du': 1,\n",
       " 'Shanghang Zhang': 2,\n",
       " 'Guanhang Wu': 1,\n",
       " 'José M. F. Moura': 1,\n",
       " 'Soummya Kar': 1,\n",
       " 'Chun-Fu (Richard) Chen': 1,\n",
       " 'Jinwook Oh': 1,\n",
       " 'Quanfu Fan': 1,\n",
       " 'Marco Pistoia': 1,\n",
       " 'Gwo Giun (Chris) Lee': 1,\n",
       " 'Ning Miao': 1,\n",
       " 'Hengliang Wang': 1,\n",
       " 'Ran Le': 1,\n",
       " 'Chongyang Tao': 1,\n",
       " 'Mingyue Shang': 1,\n",
       " 'James Henderson': 2,\n",
       " 'Amir Rosenfeld': 1,\n",
       " 'John K. Tsotsos': 1,\n",
       " 'Vitaliy Liptchinsky': 1,\n",
       " 'Gabriel Synnaeve': 2,\n",
       " 'Ronan Collobert': 1,\n",
       " 'Adly Templeton': 1,\n",
       " 'Jugal Kalita': 1,\n",
       " 'Jarrel Seah': 1,\n",
       " 'Jennifer Tang': 1,\n",
       " 'Andy Kitchen': 1,\n",
       " 'Jonathan Seah': 1,\n",
       " 'Sungryull Sohn': 1,\n",
       " 'Ruo-Chun Tzeng': 1,\n",
       " 'Shan-Hung Wu': 1,\n",
       " 'Ondrej Bajgar': 1,\n",
       " 'and Jan Kleindienst': 1,\n",
       " 'Sahil Sharma': 1,\n",
       " 'Girish Raguvir J *': 1,\n",
       " 'Srivatsan Ramesh *': 1,\n",
       " 'Marissa Connor': 1,\n",
       " 'Christopher Rozell': 1,\n",
       " 'Lisha Li': 1,\n",
       " 'Afshin Rostamizadeh': 2,\n",
       " 'Katya Gonina': 1,\n",
       " 'Moritz Hardt': 2,\n",
       " 'Benjamin Recht': 1,\n",
       " 'Ameet Talwalkar': 3,\n",
       " 'Jiezhong Qiu': 2,\n",
       " 'Hao Ma': 2,\n",
       " 'Yuxiao Dong': 2,\n",
       " 'Kuansan Wang': 1,\n",
       " 'Jie Tang': 2,\n",
       " 'Lei Huang': 1,\n",
       " 'Qihang Lin': 1,\n",
       " 'Kushal Chawla': 1,\n",
       " 'Sopan Khosla': 1,\n",
       " 'Niyati Chhaya': 1,\n",
       " 'Kokil Jaidka': 1,\n",
       " 'Zhao Chen': 1,\n",
       " 'Vijay Badrinarayanan': 1,\n",
       " 'Chen-Yu Lee': 1,\n",
       " 'Andrew Rabinovich': 1,\n",
       " 'Shurjo Banerjee': 2,\n",
       " 'Vikas Dhiman': 2,\n",
       " 'Brent Griffin': 1,\n",
       " 'Jason J. Corso': 2,\n",
       " 'Yoel Zeldes': 1,\n",
       " 'Stavros Theodorakis': 1,\n",
       " 'Efrat Solodnik': 1,\n",
       " 'Aviv Rotman': 1,\n",
       " 'Gil Chamiel': 1,\n",
       " 'Dan Friedman': 1,\n",
       " 'Shiqi Liu': 1,\n",
       " 'Qian Zhao': 1,\n",
       " 'Xiangyong Cao': 1,\n",
       " 'Deyu Meng': 1,\n",
       " 'Zilu Ma': 1,\n",
       " 'Tao Yu': 1,\n",
       " 'Timothy Wong': 1,\n",
       " 'Zhiyuan Luo': 1,\n",
       " 'Maryam Fazel': 1,\n",
       " 'Rong Ge': 1,\n",
       " 'Sham M. Kakade': 2,\n",
       " 'Mehran Mesbahi': 1,\n",
       " 'Ari S Benjamin': 1,\n",
       " 'Konrad Kording': 1,\n",
       " 'Thanh T. Nguyen': 1,\n",
       " 'Jaesik Choi': 1,\n",
       " 'Ron Amit': 1,\n",
       " 'Ron Meir': 1,\n",
       " 'Enrico Guiraud': 1,\n",
       " 'Jakob Drefs': 1,\n",
       " 'Joerg Luecke': 1,\n",
       " 'jianqi ma': 1,\n",
       " 'hangyu lin': 1,\n",
       " 'yinda zhang': 1,\n",
       " 'yanwei fu': 1,\n",
       " 'xiangyang xue': 1,\n",
       " 'Thiago Serra': 2,\n",
       " 'Christian Tjandraatmadja': 1,\n",
       " 'Srikumar Ramalingam': 2,\n",
       " 'Xuanqing Liu': 1,\n",
       " 'Jason D. Lee': 2,\n",
       " 'Cho-Jui Hsieh': 3,\n",
       " 'Sneha Kudugunta': 1,\n",
       " 'Adepu Shankar': 1,\n",
       " 'Surya Chavali': 1,\n",
       " 'Vineeth Balasubramanian': 1,\n",
       " 'Purushottam Kar': 1,\n",
       " 'Yanqi Zhou': 3,\n",
       " 'Wei Ping': 2,\n",
       " 'Sercan Arik': 1,\n",
       " 'Kainan Peng': 2,\n",
       " 'Greg Diamos': 1,\n",
       " 'Thomas Lucas': 1,\n",
       " 'Jakob Verbeek': 3,\n",
       " 'Oleksii Kuchaiev': 2,\n",
       " 'Li Yao': 1,\n",
       " 'Eric Poblenz': 1,\n",
       " 'Dmitry Dagunts': 1,\n",
       " 'Ben Covington': 1,\n",
       " 'Devon Bernard': 1,\n",
       " 'Kevin Lyman': 1,\n",
       " 'Dae Hoon Park': 1,\n",
       " 'Chiu Man Ho': 1,\n",
       " 'Yi Chang': 1,\n",
       " 'Pin Zhang': 1,\n",
       " 'Bibo Shi': 1,\n",
       " 'JundongLiu': 1,\n",
       " 'Olivier Goudet': 1,\n",
       " 'Diviyan Kalainathan': 1,\n",
       " 'David Lopez-Paz': 3,\n",
       " 'Philippe Caillou': 1,\n",
       " 'Isabelle Guyon': 1,\n",
       " 'Michèle Sebag': 1,\n",
       " 'Olexa Bilaniuk': 2,\n",
       " 'Jonathan Binas': 3,\n",
       " 'Laurent Charlin': 1,\n",
       " 'Rasmus Berg Palm': 1,\n",
       " 'Ulrich Paquet': 1,\n",
       " 'Max Pflueger': 1,\n",
       " 'Ali Agha': 1,\n",
       " 'Gaurav S. Sukhatme': 1,\n",
       " 'David Held': 1,\n",
       " 'Xinyang Geng': 2,\n",
       " 'Carlos Florensa': 1,\n",
       " 'Mattias Teye': 1,\n",
       " 'Kevin Smith': 1,\n",
       " 'Xiangyu Kong': 1,\n",
       " 'Fangchen Liu': 1,\n",
       " 'Bo Xin': 1,\n",
       " 'Yizhou Wang': 2,\n",
       " 'Jean Kossaifi': 1,\n",
       " 'Zack Chase Lipton': 1,\n",
       " 'Aran Khanna': 1,\n",
       " 'Tommaso Furlanello': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rejectedAuthor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "rejectedBySubmitted = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "for author in submissionAuthor.keys():\n",
    "    if author in rejectedAuthor.keys():\n",
    "        rejectedBySubmitted[author] = rejectedAuthor[author]/submissionAuthor[author]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/rejectedBySubmitted2017_2020.pickle', 'wb') as handle:\n",
    "    pickle.dump(rejectedBySubmitted, handle, protocol=pickle.HIGHEST_PROTOCOL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "rejectedBySubmitted = {k: v for k, v in sorted(rejectedBySubmitted.items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Devi Parikh---2.0\n",
      "Azalia Mirhoseini---1.5\n",
      "Jie Chen---1.5\n",
      "Sercan O. Arik---1.5\n",
      "Nils Thuerey---1.5\n",
      "Yang Zhang---1.5\n",
      "Tomas Pfister---1.5\n",
      "Liu Liu---1.5\n",
      "Greg Mori---1.5\n",
      "David Barber---1.33\n",
      "Pin-Yu Chen---1.33\n",
      "Alexei A. Efros---1.33\n",
      "Kotaro Nakayama---1.0\n",
      "Yutaka Matsuo---1.0\n",
      "Masahiro Suzuki---1.0\n",
      "Li Deng---1.0\n",
      "Mohammad Taha Bahadori---1.0\n",
      "Walter F. Stewart---1.0\n",
      "Jimeng Sun---1.0\n",
      "Jan Chorowski---1.0\n",
      "David Grangier---1.0\n",
      "Rico Jonschkowski---1.0\n",
      "Oliver Brock---1.0\n",
      "Kai Arulkumaran---1.0\n",
      "Hervé Glotin---1.0\n",
      "Sarath Chandar---1.0\n",
      "Tom Zahavy---1.0\n",
      "Jean-Baptiste Tristan---1.0\n",
      "Michael L. Wick---1.0\n",
      "Tri Nguyen---1.0\n",
      "Mir Rosenberg---1.0\n",
      "Rangan Majumder---1.0\n",
      "Bert De Brabandere---1.0\n",
      "Daan Wierstra---1.0\n",
      "Sebastian Nowozin---1.0\n",
      "Xiaoxiao Guo---1.0\n",
      "Kevin Jamieson---1.0\n",
      "---1.0\n",
      "Tai Sing Lee---1.0\n",
      "Joshua V. Dillon---1.0\n",
      "Johannes Welbl---1.0\n",
      "Timothy M. Hospedales---1.0\n",
      "Luke Metz---1.0\n",
      "Alexander M. Rush---1.0\n",
      "Zhiting Hu---1.0\n",
      "Louis Shao---1.0\n",
      "Denny Britz---1.0\n",
      "Brian Strope---1.0\n",
      "Ray Kurzweil---1.0\n",
      "Franziska Horn---1.0\n",
      "Margaret Mitchell---1.0\n",
      "Sing Bing Kang---1.0\n",
      "Krzysztof Chalupka---1.0\n",
      "Robert Chen---1.0\n",
      "Mohammad Ali Mehrolhassani---1.0\n",
      "Majid Mohammadi---1.0\n",
      "Pedro H. P. Savarese---1.0\n",
      "Leonardo O. Mazza---1.0\n",
      "Daniel R. Figueiredo---1.0\n",
      "Bofang Li---1.0\n",
      "Tao Liu---1.0\n",
      "Zhe Zhao---1.0\n",
      "Buzhou Tang---1.0\n",
      "Xiaoyong Du---1.0\n",
      "Irwan Bello*---1.0\n",
      "Hieu Pham*---1.0\n",
      "Yihao Feng---1.0\n",
      "Tianxiang Gao---1.0\n",
      "Vladimir Jojic---1.0\n",
      "Xin Wang---1.0\n",
      "Joseph E. Gonzalez---1.0\n",
      "Sihan Li---1.0\n",
      "Jiantao Jiao---1.0\n",
      "Yanjun Han---1.0\n",
      "Tsachy Weissman---1.0\n",
      "Alberto Delmás Lascorz---1.0\n",
      "Sayeh Sharify---1.0\n",
      "Patrick Judd---1.0\n",
      "Andreas Moshovos---1.0\n",
      "Yang Lu---1.0\n",
      "Song-Chun Zhu---1.0\n",
      "Ying Nian Wu---1.0\n",
      "Zhengping Che---1.0\n",
      "David Sontag---1.0\n",
      "Rudolf Kadlec---1.0\n",
      "Ondřej Bajgar---1.0\n",
      "Peter Hrincar---1.0\n",
      "Jan Kleindienst---1.0\n",
      "Wenyuan Zeng---1.0\n",
      "Wenjie Luo---1.0\n",
      "Arthur Guez---1.0\n",
      "Gabriel Dulac-Arnold---1.0\n",
      "Andre Barreto---1.0\n",
      "Thomas Degris---1.0\n",
      "Yunpeng Chen---1.0\n",
      "Shuicheng Yan---1.0\n",
      "Wojciech Zaremba---1.0\n",
      "Aurelia Léon---1.0\n",
      "Eugene Vorontsov---1.0\n",
      "Samuel Kadoury---1.0\n",
      "Yuanzhi Ke---1.0\n",
      "Masafumi Hagiwara---1.0\n",
      "Timothee LESORT---1.0\n",
      "David FILLIAT---1.0\n",
      "Gyuwan Kim---1.0\n",
      "Hayoon Yi---1.0\n",
      "Jangho Lee---1.0\n",
      "Yunheung Paek---1.0\n",
      "Sungroh Yoon---1.0\n",
      "Serena Yeung---1.0\n",
      "Weidi Xie---1.0\n",
      "Alison Noble---1.0\n",
      "Junhyuk Oh---1.0\n",
      "Satinder Singh---1.0\n",
      "Tong Wang---1.0\n",
      "Justin Harris---1.0\n",
      "Kaheer Suleman---1.0\n",
      "Sajid Anwar---1.0\n",
      "Wonyong Sung---1.0\n",
      "Thomas Trogdon---1.0\n",
      "Patrick McClure---1.0\n",
      "Nikolaus Kriegeskorte---1.0\n",
      "Jonas Gehring---1.0\n",
      "Ron Dekel---1.0\n",
      "Karol Grzegorczyk---1.0\n",
      "Marcin Kurdziel---1.0\n",
      "Sahil Garg---1.0\n",
      "Guillermo Cecchi---1.0\n",
      "Aurelie Lozano---1.0\n",
      "Antonio Valerio Miceli Barone---1.0\n",
      "Anna C. Gilbert---1.0\n",
      "Yuting Zhang---1.0\n",
      "Jakob Foerster---1.0\n",
      "Jascha Sohl-dickstein---1.0\n",
      "Farkhondeh Kiaee---1.0\n",
      "Christian Gagné---1.0\n",
      "and Mahdieh Abbasi---1.0\n",
      "Dragomir Radev---1.0\n",
      "Rahul G. Krishnan---1.0\n",
      "Karl Aberer---1.0\n",
      "Melanie Ducoffe---1.0\n",
      "Frederic Precioso---1.0\n",
      "Vivek Ramamurthy---1.0\n",
      "Nigel Duffy---1.0\n",
      "Jernej Kos---1.0\n",
      "Miguel Lazaro-Gredilla---1.0\n",
      "Yi Liu---1.0\n",
      "D. Scott Phoenix---1.0\n",
      "Dileep George---1.0\n",
      "Evan Racah---1.0\n",
      "Christopher Beckham---1.0\n",
      "Paul Hongsuck Seo---1.0\n",
      "Scott Cohen---1.0\n",
      "Xiaohui Shen---1.0\n",
      "Bohyung Han---1.0\n",
      "Dmitry P. Vetrov---1.0\n",
      "Federico Raue---1.0\n",
      "Sebastian Palacio---1.0\n",
      "Andreas Dengel---1.0\n",
      "Marcus Liwicki---1.0\n",
      "Hanjun Dai*---1.0\n",
      "Yichen Wang*---1.0\n",
      "Antonin Raffin---1.0\n",
      "Sebastian Höfer---1.0\n",
      "Freek Stulp---1.0\n",
      "Xiaojun Xu---1.0\n",
      "Nadav Bhonker---1.0\n",
      "Shai Rozenberg---1.0\n",
      "Herve Glotin---1.0\n",
      "Ting Yao---1.0\n",
      "Yingwei Pan---1.0\n",
      "Yehao Li---1.0\n",
      "Zhaofan Qiu---1.0\n",
      "Tao Mei---1.0\n",
      "Nat Dilokthanakul---1.0\n",
      "Matthew C.H. Lee---1.0\n",
      "Hugh Salimbeni---1.0\n",
      "Giambattista Parascandolo---1.0\n",
      "Heikki Huttunen---1.0\n",
      "Tuomas Virtanen---1.0\n",
      "Shota Horiguchi---1.0\n",
      "Daiki Ikami---1.0\n",
      "Kiyoharu Aizawa---1.0\n",
      "Adrian Benton---1.0\n",
      "Huda Khayrallah---1.0\n",
      "Biman Gujral---1.0\n",
      "Drew Reisinger---1.0\n",
      "Sheng Zhang---1.0\n",
      "Kenton Lee---1.0\n",
      "Tom Kwiatkowksi---1.0\n",
      "Ankur Parikh---1.0\n",
      "Antonia Creswell---1.0\n",
      "Anil Anthony Bharath---1.0\n",
      "N. Siddharth---1.0\n",
      "Jan-Willem van de Meent---1.0\n",
      "Frank Wood---1.0\n",
      "Noah D. Goodman---1.0\n",
      "Alexandros Karatzoglou---1.0\n",
      "Vincent Roger---1.0\n",
      "Marius Bartcus---1.0\n",
      "Faicel Chamroukhi---1.0\n",
      "Zhuoyuan Chen---1.0\n",
      "Han Zhao---1.0\n",
      "Xiao Liu---1.0\n",
      "Ankur Taly---1.0\n",
      "Nicola Di Mauro---1.0\n",
      "Floriana Esposito---1.0\n",
      "John Boaz Lee---1.0\n",
      "Xiangnan Kong---1.0\n",
      "Nir Ailon---1.0\n",
      "Marc Goessling---1.0\n",
      "Yali Amit---1.0\n",
      "Yang Yu---1.0\n",
      "Wei Zhang---1.0\n",
      "Kazi Hasan---1.0\n",
      "Haoran Tang---1.0\n",
      "Davis Foote---1.0\n",
      "Adam Stooke---1.0\n",
      "Filip De Turck---1.0\n",
      "Ashwin K Vijayakumar---1.0\n",
      "Michael Cogswell---1.0\n",
      "Ramprasaath R. Selvaraju---1.0\n",
      "Qing Sun---1.0\n",
      "David Crandall---1.0\n",
      "Avishkar Bhoopchand---1.0\n",
      "Earl Barr---1.0\n",
      "Elham Khabiri---1.0\n",
      "Richard Goodwin---1.0\n",
      "Andras Rozsa---1.0\n",
      "Manuel Gunther---1.0\n",
      "Terrance E. Boult---1.0\n",
      "Siamak Ravanbakhsh---1.0\n",
      "Mehdi Cherti---1.0\n",
      "Balázs Kégl---1.0\n",
      "Akın Kazakçı---1.0\n",
      "Xin Zheng---1.0\n",
      "Zhenzhou Wu---1.0\n",
      "Yelong Shen*---1.0\n",
      "Po-Sen Huang*---1.0\n",
      "Ming-Wei Chang---1.0\n",
      "Théodore Bluche---1.0\n",
      "Christopher Kermorvant---1.0\n",
      "Claude Touzet---1.0\n",
      "Michiel van de Panne---1.0\n",
      "Linnan Wang---1.0\n",
      "Wei Wu---1.0\n",
      "George Bosilca---1.0\n",
      "Richard Vuduc---1.0\n",
      "Hyo-Eun Kim---1.0\n",
      "Sangheum Hwang---1.0\n",
      "Pranav Shyam---1.0\n",
      "Ambedkar Dukkipati---1.0\n",
      "Yanghao Li---1.0\n",
      "Naiyan Wang---1.0\n",
      "Jianping Shi---1.0\n",
      "Xiaodi Hou---1.0\n",
      "Heeyoul Choi---1.0\n",
      "Tanel Parnamaa---1.0\n",
      "Shenjian Zhao---1.0\n",
      "Karol Kurach---1.0\n",
      "Sebastian Ruder---1.0\n",
      "Parsa Ghaffari---1.0\n",
      "John G. Breslin---1.0\n",
      "Jon Kleinberg---1.0\n",
      "Etai Littwin---1.0\n",
      "Ivet Rafegas---1.0\n",
      "Maria Vanrell---1.0\n",
      "Luís A. Alexandre---1.0\n",
      "Alexander Fonarev---1.0\n",
      "Alexey Grinchuk---1.0\n",
      "Gleb Gusev---1.0\n",
      "Pavel Serdyukov---1.0\n",
      "Jose Rozanec---1.0\n",
      "Gilad Katz---1.0\n",
      "Eui Chul Richard Shin---1.0\n",
      "Shayne Longpre---1.0\n",
      "Sabeek Pradhan---1.0\n",
      "Yannis M. Assael---1.0\n",
      "Brendan Shillingford---1.0\n",
      "Arash Shahriari---1.0\n",
      "Dawei Li---1.0\n",
      "Deguang Kong---1.0\n",
      "Mooi Choo Chuah---1.0\n",
      "Ludovic Dos Santos---1.0\n",
      "Ali Ziat---1.0\n",
      "Benjamin Piwowarski---1.0\n",
      "Rohollah Soltani---1.0\n",
      "Hui Jiang---1.0\n",
      "Asier Mujika---1.0\n",
      "Jose Moreira---1.0\n",
      "Masatosi Uehara---1.0\n",
      "Issei Sato---1.0\n",
      "Youngjoo Seo---1.0\n",
      "Pierre Vandergheynst---1.0\n",
      "Xavier Bresson---1.0\n",
      "Luis Gonzalo Sanchez Giraldo---1.0\n",
      "Jianmin Chen*---1.0\n",
      "Xinghao Pan*---1.0\n",
      "Rajat Monga---1.0\n",
      "Rafal Jozefowicz---1.0\n",
      "Peter Potash---1.0\n",
      "Alexey Romanov---1.0\n",
      "Anna Rumshisky---1.0\n",
      "Sanjay Ganapathy---1.0\n",
      "Swagath Venkataramani---1.0\n",
      "Tristan Cazenave---1.0\n",
      "Xinchen Yan---1.0\n",
      "Liping Jing---1.0\n",
      "MiaoMiao Cheng---1.0\n",
      "Liu Yang---1.0\n",
      "Alex Gittens---1.0\n",
      "Michael W. Mahoney---1.0\n",
      "Hai Wang---1.0\n",
      "Takeshi Onishi---1.0\n",
      "David McAllester---1.0\n",
      "Chang Xu---1.0\n",
      "Gang Wang---1.0\n",
      "Bailey Kong---1.0\n",
      "Charless C. Fowlkes---1.0\n",
      "Christopher Tensmeyer---1.0\n",
      "Tony Martinez---1.0\n",
      "Stefan Carlsson---1.0\n",
      "Hossein Azizpour---1.0\n",
      "Ali Razavian---1.0\n",
      "Leslie N. Smith---1.0\n",
      "Nicholay Topin---1.0\n",
      "Haoqi Fan---1.0\n",
      "Nir Baram---1.0\n",
      "Jaehyung Kim---1.0\n",
      "Song Chong---1.0\n",
      "Hao Zhao---1.0\n",
      "Ming Lu---1.0\n",
      "Chris Dongjoo Kim---1.0\n",
      "Graham Taylor---1.0\n",
      "Jean Harb---1.0\n",
      "Doina Precup---1.0\n",
      "Peter L. Bartlett---1.0\n",
      "Alexandre Allauzen---1.0\n",
      "Iulian V. Serban---1.0\n",
      "Alexander G. Ororbia II---1.0\n",
      "Dimitrios C. Gklezakos---1.0\n",
      "Rajesh P. N. Rao---1.0\n",
      "Yotam Hechtlinger---1.0\n",
      "Purvasha Chakravarti---1.0\n",
      "Jining Qin---1.0\n",
      "Tom White---1.0\n",
      "Yilei Xiong---1.0\n",
      "Haoying Niu---1.0\n",
      "JIefeng Cheng---1.0\n",
      "Zhenguo Li---1.0\n",
      "Ludovic Trottier---1.0\n",
      "Philippe Giguère---1.0\n",
      "Brahim Chaib-draa---1.0\n",
      "Makoto Nakatsuji---1.0\n",
      "Hisashi Ito---1.0\n",
      "Naruhiro Ikeda---1.0\n",
      "Shota Sagara---1.0\n",
      "Akihisa Fujita---1.0\n",
      "Hiroki Kurotaki---1.0\n",
      "Alan Mosca---1.0\n",
      "George D. Magoulas---1.0\n",
      "Mickaël Chen---1.0\n",
      "Shyam Upadhyay---1.0\n",
      "Matt Taddy---1.0\n",
      "Adam Kalai---1.0\n",
      "Huayu Li---1.0\n",
      "Martin Renqiang Min---1.0\n",
      "Yong Ge---1.0\n",
      "Roee Aharoni---1.0\n",
      "Armen Aghajanyan---1.0\n",
      "Saeed Maleki---1.0\n",
      "Madanlal Musuvathi---1.0\n",
      "Todd Mytkowicz---1.0\n",
      "Yufei Ding---1.0\n",
      "Onkar Bhardwaj---1.0\n",
      "Guojing Cong---1.0\n",
      "Soravit Changpinyo---1.0\n",
      "Edwin D. de Jong---1.0\n",
      "Liwen Zhang---1.0\n",
      "John Winn---1.0\n",
      "Patrick Putzky---1.0\n",
      "Guy L. Steele Jr.---1.0\n",
      "Nikolas Wolfe---1.0\n",
      "Aditya Sharma---1.0\n",
      "Lukas Drude---1.0\n",
      "Bhiksha Raj---1.0\n",
      "Joji Toyama---1.0\n",
      "Masanori Misono---1.0\n",
      "Thomas Nedelec---1.0\n",
      "Elena Smirnova---1.0\n",
      "Flavian Vasile---1.0\n",
      "Mingbo Ma---1.0\n",
      "Liang Huang---1.0\n",
      "Taewan Kim---1.0\n",
      "Yoshimasa Tsuruoka---1.0\n",
      "Adam Paszke---1.0\n",
      "Eugenio Culurciello---1.0\n",
      "Jayanth Koushik---1.0\n",
      "Hiroaki Hayashi---1.0\n",
      "Guillaume Alain---1.0\n",
      "Ramesh Nallapati---1.0\n",
      "Bowen Zhou and Mingbo Ma---1.0\n",
      "Chao-Yuan Wu---1.0\n",
      "Amr Ahmed---1.0\n",
      "Alex Beutel---1.0\n",
      "Alessandro Magnani---1.0\n",
      "Abhinandan Krishnan---1.0\n",
      "Shengdong Zhang---1.0\n",
      "Soheil Bahrampour---1.0\n",
      "Naveen Ramakrishnan---1.0\n",
      "Mohak Shah---1.0\n",
      "Jay Yoon Lee---1.0\n",
      "Daniel Berio---1.0\n",
      "Memo Akten---1.0\n",
      "Frederic Fol Leymarie---1.0\n",
      "Mick Grierson---1.0\n",
      "Réjean Plamondon---1.0\n",
      "Yan Wang---1.0\n",
      "Yu Sun---1.0\n",
      "Gerald Tesauro---1.0\n",
      "Brendan Maginnis---1.0\n",
      "Yusuke Iwasawa---1.0\n",
      "Anima Anandkumar---1.0\n",
      "Guokun Lai---1.0\n",
      "Hod Lipson---1.0\n",
      "Yiming Yang---1.0\n",
      "Stanisław Jastrzębski---1.0\n",
      "Jaime Carbonell---1.0\n",
      "Ole Winther---1.0\n",
      "Pierre H. Richemond---1.0\n",
      "Stephan Hoyer---1.0\n",
      "Tommi Jaakkola---1.0\n",
      "Hiroshi Inoue---1.0\n",
      "Biswa Sengupta---1.0\n",
      "Giannis Nikolentzos---1.0\n",
      "Polykarpos Meladianos---1.0\n",
      "Michalis Vazirgiannis---1.0\n",
      "Jia Bi---1.0\n",
      "Mahdi Azarafrooz---1.0\n",
      "Amelie Royer---1.0\n",
      "Konstantinos Bousmalis---1.0\n",
      "Fred Bertsch---1.0\n",
      "Inbar Mosseri---1.0\n",
      "Forrester Cole---1.0\n",
      "Jianfei Chen---1.0\n",
      "Amirata Ghorbani---1.0\n",
      "Abubakar Abid---1.0\n",
      "Takuro Kutsuna---1.0\n",
      "Alasdair Newson---1.0\n",
      "Andres Almansa---1.0\n",
      "Yann Gousseau---1.0\n",
      "Said Ladjal---1.0\n",
      "Prannay Khosla---1.0\n",
      "Vinay P. Namboodiri---1.0\n",
      "Mukundhan Srinivasan---1.0\n",
      "Zixin Yao---1.0\n",
      "Yu Gai---1.0\n",
      "Jialin Mao---1.0\n",
      "Zheng Zhang---1.0\n",
      "Qiao Liu---1.0\n",
      "Xiaohui Yang---1.0\n",
      "Rui Wan---1.0\n",
      "Shouzhong Tu---1.0\n",
      "Zufeng Wu---1.0\n",
      "Martin Wattenberg---1.0\n",
      "Fernanda Viégas---1.0\n",
      "Thilo Strauss---1.0\n",
      "Markus Hanselmann---1.0\n",
      "Andrej Junginger---1.0\n",
      "Holger Ulmer---1.0\n",
      "Anderson Y. Zhang---1.0\n",
      "Miao Lu---1.0\n",
      "Jimmy Yang---1.0\n",
      "Akilesh B---1.0\n",
      "Francois Fagan---1.0\n",
      "Garud Iyengar---1.0\n",
      "Silvio Savarese---1.0\n",
      "Qizhe Xie---1.0\n",
      "Rui Liu---1.0\n",
      "Weiguang Mao---1.0\n",
      "Maria Chikina---1.0\n",
      "Ricky Loynd---1.0\n",
      "Hazem A. A. Nomer---1.0\n",
      "Abdallah Aboutahoun---1.0\n",
      "Ashraf Elsayed---1.0\n",
      "Guy Katz---1.0\n",
      "Clark Barrett---1.0\n",
      "Conor Durkan---1.0\n",
      "Yuchen Hou---1.0\n",
      "Lawrence B. Holder---1.0\n",
      "Anthony Meehan---1.0\n",
      "Ryan K L Ko---1.0\n",
      "Geoff Holmes---1.0\n",
      "Igor Gitman---1.0\n",
      "Chris Hettinger---1.0\n",
      "Tanner Christensen---1.0\n",
      "Jeff Humpherys---1.0\n",
      "Tyler J Jarvis---1.0\n",
      "Yuchen Lu---1.0\n",
      "Surya Bhupatiraju---1.0\n",
      "Shane Gu---1.0\n",
      "Avinava Dubey---1.0\n",
      "Yuhuang Hu---1.0\n",
      "Adrian Huber---1.0\n",
      "Shih-Chii Liu---1.0\n",
      "Raanan Y. Yehezkel Rohekar---1.0\n",
      "Guy Koren---1.0\n",
      "Shami Nisimov---1.0\n",
      "Gal Novik---1.0\n",
      "Ioannis Antonoglou---1.0\n",
      "Isabella Pozzi---1.0\n",
      "Roeland Nusselder---1.0\n",
      "Timothée Lesort---1.0\n",
      "Jean-Francois Goudou---1.0\n",
      "David Filliat---1.0\n",
      "Boyuan Chen---1.0\n",
      "Warren Mo---1.0\n",
      "Ishanu Chattopadhyay---1.0\n",
      "Guanhua Zheng---1.0\n",
      "Jitao Sang---1.0\n",
      "Changsheng Xu---1.0\n",
      "Mehran Taghipour-Gorjikolaie---1.0\n",
      "Seyyed Mohammad Razavi---1.0\n",
      "Javad Sadri---1.0\n",
      "Peter Stone---1.0\n",
      "Zijun Zhang---1.0\n",
      "Lin Ma---1.0\n",
      "Zongpeng Li---1.0\n",
      "Chuan Wu---1.0\n",
      "Vijai Mohan---1.0\n",
      "Chin-Wei Huang---1.0\n",
      "Ryan Turner---1.0\n",
      "Alexandre Lacoste---1.0\n",
      "Cho-jui Hsieh---1.0\n",
      "Mikolaj Binkowski---1.0\n",
      "Gautier Marti---1.0\n",
      "Philippe Donnat---1.0\n",
      "Ron Levie---1.0\n",
      "Michael M. Bronstein---1.0\n",
      "Sara Hooker---1.0\n",
      "Julius Adebayo---1.0\n",
      "Runyao Chen---1.0\n",
      "Kun Wu---1.0\n",
      "Shuai Tang---1.0\n",
      "Hailin Jin---1.0\n",
      "Chen Fang---1.0\n",
      "Zhaowen Wang---1.0\n",
      "Virginia R. de Sa---1.0\n",
      "Denis A. Gudovskiy---1.0\n",
      "Alec Hodgkinson---1.0\n",
      "Luca Rigazio---1.0\n",
      "David Macêdo---1.0\n",
      "Cleber Zanchettin---1.0\n",
      "Adriano L. I. Oliveira---1.0\n",
      "Teresa Ludermir---1.0\n",
      "Su Young Lee---1.0\n",
      "Xuefei Ning---1.0\n",
      "Zhuxi Jiang---1.0\n",
      "Huazhong Yang---1.0\n",
      "Junzhou Huang---1.0\n",
      "João Sedoc---1.0\n",
      "Dean Foster---1.0\n",
      "Lyle Ungar---1.0\n",
      "Tom Bosc---1.0\n",
      "Sourya Dey---1.0\n",
      "Kuan-Wen Huang---1.0\n",
      "Peter A. Beerel---1.0\n",
      "Keith M. Chugg---1.0\n",
      "Mengmi Zhang---1.0\n",
      "Keng Teck Ma---1.0\n",
      "Joo Hwee Lim---1.0\n",
      "Shih-Cheng Yen---1.0\n",
      "Qi Zhao---1.0\n",
      "Jian Du---1.0\n",
      "Shanghang Zhang---1.0\n",
      "Guanhang Wu---1.0\n",
      "José M. F. Moura---1.0\n",
      "Soummya Kar---1.0\n",
      "Jinwook Oh---1.0\n",
      "Marco Pistoia---1.0\n",
      "Gwo Giun (Chris) Lee---1.0\n",
      "Ning Miao---1.0\n",
      "Hengliang Wang---1.0\n",
      "Ran Le---1.0\n",
      "Mingyue Shang---1.0\n",
      "James Henderson---1.0\n",
      "John K. Tsotsos---1.0\n",
      "Vitaliy Liptchinsky---1.0\n",
      "Ronan Collobert---1.0\n",
      "Adly Templeton---1.0\n",
      "Jugal Kalita---1.0\n",
      "Jarrel Seah---1.0\n",
      "Jennifer Tang---1.0\n",
      "Andy Kitchen---1.0\n",
      "Jonathan Seah---1.0\n",
      "Ruo-Chun Tzeng---1.0\n",
      "Shan-Hung Wu---1.0\n",
      "Ondrej Bajgar---1.0\n",
      "and Jan Kleindienst---1.0\n",
      "Girish Raguvir J *---1.0\n",
      "Srivatsan Ramesh *---1.0\n",
      "Marissa Connor---1.0\n",
      "Christopher Rozell---1.0\n",
      "Katya Gonina---1.0\n",
      "Jiezhong Qiu---1.0\n",
      "Hao Ma---1.0\n",
      "Yuxiao Dong---1.0\n",
      "Kuansan Wang---1.0\n",
      "Jie Tang---1.0\n",
      "Lei Huang---1.0\n",
      "Qihang Lin---1.0\n",
      "Kushal Chawla---1.0\n",
      "Sopan Khosla---1.0\n",
      "Niyati Chhaya---1.0\n",
      "Kokil Jaidka---1.0\n",
      "Zhao Chen---1.0\n",
      "Vijay Badrinarayanan---1.0\n",
      "Chen-Yu Lee---1.0\n",
      "Andrew Rabinovich---1.0\n",
      "Shurjo Banerjee---1.0\n",
      "Vikas Dhiman---1.0\n",
      "Brent Griffin---1.0\n",
      "Jason J. Corso---1.0\n",
      "Yoel Zeldes---1.0\n",
      "Stavros Theodorakis---1.0\n",
      "Efrat Solodnik---1.0\n",
      "Aviv Rotman---1.0\n",
      "Gil Chamiel---1.0\n",
      "Dan Friedman---1.0\n",
      "Shiqi Liu---1.0\n",
      "Qian Zhao---1.0\n",
      "Xiangyong Cao---1.0\n",
      "Deyu Meng---1.0\n",
      "Zilu Ma---1.0\n",
      "Tao Yu---1.0\n",
      "Timothy Wong---1.0\n",
      "Zhiyuan Luo---1.0\n",
      "Maryam Fazel---1.0\n",
      "Mehran Mesbahi---1.0\n",
      "Ari S Benjamin---1.0\n",
      "Thanh T. Nguyen---1.0\n",
      "Jaesik Choi---1.0\n",
      "Ron Amit---1.0\n",
      "Ron Meir---1.0\n",
      "Enrico Guiraud---1.0\n",
      "Jakob Drefs---1.0\n",
      "Joerg Luecke---1.0\n",
      "jianqi ma---1.0\n",
      "hangyu lin---1.0\n",
      "yinda zhang---1.0\n",
      "yanwei fu---1.0\n",
      "xiangyang xue---1.0\n",
      "Thiago Serra---1.0\n",
      "Srikumar Ramalingam---1.0\n",
      "Sneha Kudugunta---1.0\n",
      "Adepu Shankar---1.0\n",
      "Surya Chavali---1.0\n",
      "Vineeth Balasubramanian---1.0\n",
      "Purushottam Kar---1.0\n",
      "Yanqi Zhou---1.0\n",
      "Benjamin Rosman---1.0\n",
      "Thomas Lucas---1.0\n",
      "Jakob Verbeek---1.0\n",
      "Li Yao---1.0\n",
      "Eric Poblenz---1.0\n",
      "Dmitry Dagunts---1.0\n",
      "Ben Covington---1.0\n",
      "Devon Bernard---1.0\n",
      "Kevin Lyman---1.0\n",
      "Masashi Sugiyama---1.0\n",
      "Dae Hoon Park---1.0\n",
      "Chiu Man Ho---1.0\n",
      "Yi Chang---1.0\n",
      "Pin Zhang---1.0\n",
      "Bibo Shi---1.0\n",
      "JundongLiu---1.0\n",
      "Olivier Goudet---1.0\n",
      "Diviyan Kalainathan---1.0\n",
      "Philippe Caillou---1.0\n",
      "Isabelle Guyon---1.0\n",
      "Michèle Sebag---1.0\n",
      "Jonathan Binas---1.0\n",
      "Rasmus Berg Palm---1.0\n",
      "Ulrich Paquet---1.0\n",
      "Max Pflueger---1.0\n",
      "Ali Agha---1.0\n",
      "Gaurav S. Sukhatme---1.0\n",
      "David Held---1.0\n",
      "Xinyang Geng---1.0\n",
      "Mattias Teye---1.0\n",
      "Kevin Smith---1.0\n",
      "Xiangyu Kong---1.0\n",
      "Bo Xin---1.0\n",
      "Zack Chase Lipton---1.0\n",
      "Tommaso Furlanello---1.0\n",
      "Dufan Wu---1.0\n",
      "Kyungsang Kim---1.0\n",
      "Quanzheng Li---1.0\n",
      "Nevan Wichers---1.0\n",
      "Jakub Dutkiewicz---1.0\n",
      "Czesław Jędrzejek---1.0\n",
      "Shirin Dora---1.0\n",
      "Cyriel Pennartz---1.0\n",
      "Matthew A. Johnson---1.0\n",
      "Alan Lawrence---1.0\n",
      "Maik Riechert---1.0\n",
      "Dimitrios Vytiniotis---1.0\n",
      "Sam Webster---1.0\n",
      "Zhaoyuan Gu---1.0\n",
      "Zhenzhong Jia---1.0\n",
      "Howie Choset---1.0\n",
      "Chin-Chia Michael Yeh---1.0\n",
      "Yan Zhu---1.0\n",
      "Evangelos E. Papalexakis---1.0\n",
      "Abdullah Mueen---1.0\n",
      "Eamonn Keogh---1.0\n",
      "Karim Ahmed---1.0\n",
      "Mengying Sun---1.0\n",
      "Inci M. Baytas---1.0\n",
      "Xi Wu---1.0\n",
      "Lingjiao Chen---1.0\n",
      "Meng Li---1.0\n",
      "Liangzhen Lai---1.0\n",
      "Naveen Suda---1.0\n",
      "Vikas Chandra---1.0\n",
      "David Z. Pan---1.0\n",
      "Yueru Chen---1.0\n",
      "C.-C. Jay Kuo---1.0\n",
      "Yiping Song---1.0\n",
      "Cheng-Te Li---1.0\n",
      "Huan Wang---1.0\n",
      "Pan Zhou---1.0\n",
      "Kyle Helfrich---1.0\n",
      "Devin Willmott---1.0\n",
      "Qiang Ye---1.0\n",
      "Guoqing Zheng---1.0\n",
      "Yuke Zhu---1.0\n",
      "Andrei Rusu---1.0\n",
      "Sugandha Doda---1.0\n",
      "Vitor Fortes Rey---1.0\n",
      "Dr. Nadereh Hatami---1.0\n",
      "Prof. Dr. Paul Lukowicz---1.0\n",
      "Maja Rudolph---1.0\n",
      "Francisco Ruiz---1.0\n",
      "David Blei---1.0\n",
      "Hae Beom Lee---1.0\n",
      "Daniil Polykovskiy---1.0\n",
      "Dmitry Soloviev---1.0\n",
      "Peiye Zhuang---1.0\n",
      "Oluwasanmi Koyejo---1.0\n",
      "Jiong Zhang---1.0\n",
      "Qi Lei---1.0\n",
      "Anton Nemchenko---1.0\n",
      "Kartik Ahuja---1.0\n",
      "Mihaela Van Der Schaar---1.0\n",
      "Joseph Futoma---1.0\n",
      "Anthony Lin---1.0\n",
      "Mark Sendak---1.0\n",
      "Armando Bedoya---1.0\n",
      "Meredith Clement---1.0\n",
      "Cara O'Brien---1.0\n",
      "Katherine Heller---1.0\n",
      "Eric Crawford---1.0\n",
      "Guillaume Rabusseau---1.0\n",
      "Dejiao Zhang---1.0\n",
      "Christina Heinze-Deml---1.0\n",
      "Nicolai Meinshausen---1.0\n",
      "Jason Ramapuram---1.0\n",
      "Magda Gregorova---1.0\n",
      "Alexandros Kalousis---1.0\n",
      "Thanard Kurutach---1.0\n",
      "Hanzhang Hu---1.0\n",
      "Debadeepta Dey---1.0\n",
      "Martial Hebert---1.0\n",
      "Jingzhou Liu---1.0\n",
      "Graham Neubig---1.0\n",
      "Michael O. Vertolli---1.0\n",
      "Jim Davies---1.0\n",
      "Smitha Milli---1.0\n",
      "Cem TARHAN---1.0\n",
      "Gözde BOZDAĞI AKAR---1.0\n",
      "Fredrik D. Johansson---1.0\n",
      "Nathan Kallus---1.0\n",
      "Uri Shalit---1.0\n",
      "Josh Fromm---1.0\n",
      "Shwetak Patel---1.0\n",
      "Ronen Talmon---1.0\n",
      "Ella M. Gale---1.0\n",
      "Nicolas Martin---1.0\n",
      "Jeffrey Bowers---1.0\n",
      "Julien Audiffren---1.0\n",
      "Divya Shanmugam---1.0\n",
      "Davis Blalock---1.0\n",
      "John Guttag---1.0\n",
      "Matthew J. A. Smith---1.0\n",
      "Claire Donnat---1.0\n",
      "David Hallac---1.0\n",
      "Vijay Vasudevan---1.0\n",
      "Shikhar Sharma---1.0\n",
      "Layla El Asri---1.0\n",
      "Hannes Schulz---1.0\n",
      "Jeremie Zumer---1.0\n",
      "Catherine Wong---1.0\n",
      "Songgang Zhao---1.0\n",
      "Jianyuan Zhang---1.0\n",
      "Zhouyuan Li---1.0\n",
      "Emmanuel Daucé---1.0\n",
      "Anna Levit---1.0\n",
      "\u0006 Daniel Crawford---1.0\n",
      "Navid Ghadermarzy---1.0\n",
      "Jaspreet S. Oberoi---1.0\n",
      "Ehsan Zahedinejad---1.0\n",
      "Pooya Ronagh---1.0\n",
      "Hang Wu---1.0\n",
      "Renato Negrinho---1.0\n",
      "Geoff Gordon---1.0\n",
      "Gil Tabak---1.0\n",
      "Minjie Fan---1.0\n",
      "Samuel J. Yang---1.0\n",
      "Geoff Davis---1.0\n",
      "Xiang Zhang---1.0\n",
      "Wenbin Li---1.0\n",
      "Jeannette Bohg---1.0\n",
      "Animesh Karnewar---1.0\n",
      "Adi Hayat---1.0\n",
      "Mark Kliger---1.0\n",
      "Shachar Fleishman---1.0\n",
      "Daniel Cohen-Or---1.0\n",
      "Linyi Li---1.0\n",
      "Rahul Anand Sharma---1.0\n",
      "Monojit Choudhury---1.0\n",
      "Pranava Madhyastha---1.0\n",
      "Josiah Wang---1.0\n",
      "Lucia Specia---1.0\n",
      "Andrew Hallam---1.0\n",
      "Edward Grant---1.0\n",
      "Vid Stojevic---1.0\n",
      "Simone Severini---1.0\n",
      "Andrew G. Green---1.0\n",
      "Yao Ma---1.0\n",
      "Calin Belta---1.0\n",
      "Daiki Kimura---1.0\n",
      "Subhajit Chaudhury---1.0\n",
      "Ryuki Tachibana---1.0\n",
      "Sakyasingha Dasgupta---1.0\n",
      "Frederik Ebert---1.0\n",
      "Richard Zhang---1.0\n",
      "John Quan---1.0\n",
      "Riaan Zoetmulder---1.0\n",
      "Luke Hewitt---1.0\n",
      "Andrea Gane---1.0\n",
      "Stephan Zheng---1.0\n",
      "Mert Bülent Sarıyıldız---1.0\n",
      "Ramazan Gökberk Cinbiş---1.0\n",
      "Erman Ayday---1.0\n",
      "Danlu Chan---1.0\n",
      "Volodymyr Kuleshov---1.0\n",
      "Shantanu Thakoor---1.0\n",
      "Tingfung Lau---1.0\n",
      "Amit Deshpande---1.0\n",
      "Sushrut Karmalkar---1.0\n",
      "Christopher Grimm---1.0\n",
      "Dilip Arumugam---1.0\n",
      "Siddharth Karamcheti---1.0\n",
      "David Abel---1.0\n",
      "Lawson L.S. Wong---1.0\n",
      "Michael L. Littman---1.0\n",
      "Anuvabh Dutt---1.0\n",
      "Denis Pellerin---1.0\n",
      "Georges Quénot---1.0\n",
      "Daniel Kang---1.0\n",
      "Karey Shi---1.0\n",
      "Thao Ngyuen---1.0\n",
      "Stephanie Mallard---1.0\n",
      "Sanjukta Krishnagopal---1.0\n",
      "Michelle Girvan---1.0\n",
      "Frederic Besse---1.0\n",
      "Karol Gregor---1.0\n",
      "Po-Chen Hsieh---1.0\n",
      "Chia-Ping Chen---1.0\n",
      "Dimche Kostadinov---1.0\n",
      "Slava Voloshynovskiy---1.0\n",
      "Lei Shu---1.0\n",
      "Hu Xu---1.0\n",
      "Bing Liu---1.0\n",
      "Robert Vandermeulen---1.0\n",
      "Stephan Mandt---1.0\n",
      "Pierre Richemond---1.0\n",
      "Cheng Tang---1.0\n",
      "Claire Monteleoni---1.0\n",
      "Gintare Karolina Dziugaite---1.0\n",
      "Daniel M. Roy---1.0\n",
      "Vuong Ho Quan---1.0\n",
      "Kenny Song---1.0\n",
      "Xiao-Yue Gong---1.0\n",
      "Zhuo Wang---1.0\n",
      "Pierce I-Jen Chuang---1.0\n",
      "Vijayalakshmi Srinivasan---1.0\n",
      "Tsung-Hsien Wen---1.0\n",
      "Dan Svenstrup---1.0\n",
      "Jonas Meinertz Hansen---1.0\n",
      "JIANXIONG DONG---1.0\n",
      "Jim Huang---1.0\n",
      "Dmitry Kangin---1.0\n",
      "Nicolas Pugeault---1.0\n",
      "Vlad Velici---1.0\n",
      "Sebastian Urban---1.0\n",
      "Jingyi Xu---1.0\n",
      "Zilu Zhang---1.0\n",
      "Tal Friedman---1.0\n",
      "Yitao Liang---1.0\n",
      "Guy Van den Broeck---1.0\n",
      "Dimitris Kalatzis---1.0\n",
      "Konstantia Kotta---1.0\n",
      "Ilias Kalamaras---1.0\n",
      "Anastasios Vafeiadis---1.0\n",
      "Andrew Rawstron---1.0\n",
      "Dimitris Tzovaras---1.0\n",
      "Kostas Stamatopoulos---1.0\n",
      "Balestriero R.---1.0\n",
      "Roger V.---1.0\n",
      "Glotin H.---1.0\n",
      "Baraniuk R.---1.0\n",
      "Rey Wiyatno---1.0\n",
      "Jeff Orchard---1.0\n",
      "Ricardo Pio Monti---1.0\n",
      "Sina Tootoonian---1.0\n",
      "Robin Cao---1.0\n",
      "Siddharth Krishna Kumar---1.0\n",
      "Naveen Sai Madiraju---1.0\n",
      "Seid M. Sadat---1.0\n",
      "Dimitry Fisher---1.0\n",
      "Homa Karimabadi---1.0\n",
      "Arjun Nitin Bhagoji---1.0\n",
      "Ke Tran---1.0\n",
      "Hangyu Mao---1.0\n",
      "Zhibo Gong---1.0\n",
      "Zhen Xiao---1.0\n",
      "Vincent W.-S. Tseng---1.0\n",
      "Sourav Bhattachary---1.0\n",
      "Javier Fernández Marqués---1.0\n",
      "Catherine Tong---1.0\n",
      "Nicholas Donald Lane---1.0\n",
      "Vithursan Thangarasa---1.0\n",
      "Ahmed A Aly---1.0\n",
      "Joanne Bechta Dugan---1.0\n",
      "Emilio Rafael Balda---1.0\n",
      "Rudolf Mathar---1.0\n",
      "Alex Alemi---1.0\n",
      "Josh Dillon---1.0\n",
      "Rif A. Saurus---1.0\n",
      "Hanock Kwak---1.0\n",
      "Jatin Ganhotra---1.0\n",
      "Yeu-Chern Harn---1.0\n",
      "Benjamin Paul Chamberlain---1.0\n",
      "James R Clough---1.0\n",
      "Marc Peter Deisenroth---1.0\n",
      "Jesse Dodge---1.0\n",
      "Noah A. Smith---1.0\n",
      "Jan Kukačka---1.0\n",
      "Vladimir Golkov---1.0\n",
      "Amy Zhang---1.0\n",
      "Dirk Weissenborn---1.0\n",
      "Benson Chen---1.0\n",
      "Connor Coley---1.0\n",
      "Ankit Sharma---1.0\n",
      "Himanshu Kharkwal---1.0\n",
      "Jaideep Srivastava---1.0\n",
      "Anish Athalye---1.0\n",
      "Logan Engstrom---1.0\n",
      "Kevin Kwok---1.0\n",
      "Hongyang Gao---1.0\n",
      "Zhengyang Wang---1.0\n",
      "Shuiwang Ji---1.0\n",
      "Juan Sebastian Olier---1.0\n",
      "Emilia Barakova---1.0\n",
      "Matthias Rauterberg---1.0\n",
      "Carlo Regazzoni---1.0\n",
      "Cong Xie---1.0\n",
      "Oluwasanmi O. Koyejo---1.0\n",
      "Indranil Gupta---1.0\n",
      "Yibo Yang---1.0\n",
      "Nicholas Ruozzi---1.0\n",
      "Vibhav Gogate---1.0\n",
      "Qiuyu Chen---1.0\n",
      "Jun Yu---1.0\n",
      "Jianping Fan---1.0\n",
      "Bita Darvish Rouhani---1.0\n",
      "Mohammad Samragh---1.0\n",
      "Tara Javidi---1.0\n",
      "Farinaz Koushanfar---1.0\n",
      "Sayantan Dasgupta---1.0\n",
      "Milan Aggarwal---1.0\n",
      "Aarushi Arora---1.0\n",
      "Aleksei Triastcyn---1.0\n",
      "Boi Faltings---1.0\n",
      "Glen Berseth---1.0\n",
      "Ben Krause---1.0\n",
      "Emmanuel Kahembwe---1.0\n",
      "Steve Renals---1.0\n",
      "Simon Carbonnelle---1.0\n",
      "Christophe De Vleeschouwer---1.0\n",
      "Jason Lee---1.0\n",
      "Eric Bailey---1.0\n",
      "Charles Meyer---1.0\n",
      "Shuchin Aeron---1.0\n",
      "Pablo M. Olmos---1.0\n",
      "Briland Hitaj---1.0\n",
      "Paolo Gasti---1.0\n",
      "Giuseppe Ateniese---1.0\n",
      "Fernando Perez-Cruz---1.0\n",
      "Deepak Pathak---1.0\n",
      "Evan Shelhamer---1.0\n",
      "Olalekan Ogunmolu---1.0\n",
      "Nicholas FitzGerald---1.0\n",
      "Luke Zettlemoyer---1.0\n",
      "Mohamed Ishmael Belghazi---1.0\n",
      "Sai Rajeswar---1.0\n",
      "Jovana Mitrovic---1.0\n",
      "Mateo Rojas-Carulla---1.0\n",
      "Jakub Bartłomiej Świątkowski---1.0\n",
      "Yau-Shian Wang---1.0\n",
      "Yu Wu---1.0\n",
      "Zhoujun Li---1.0\n",
      "Quentin Grail---1.0\n",
      "Julien Perez---1.0\n",
      "Noa Garcia---1.0\n",
      "George Vogiatzis---1.0\n",
      "Dino S. Ratcliffe---1.0\n",
      "Luca Citi---1.0\n",
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      "Youngmoo Kim---1.0\n",
      "Mateo Rojas Carulla---1.0\n",
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      "Michele Franceschini---1.0\n",
      "and Tim Klinger---1.0\n",
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      "Yin Liu---1.0\n",
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      "Sohil Atul Shah---1.0\n",
      "Hui-Po Wang---1.0\n",
      "Wei-Jan Ko---1.0\n",
      "Wen-Hsiao Peng---1.0\n",
      "Venkatesh Elango*---1.0\n",
      "Aashish N Patel*---1.0\n",
      "Kai J Miller---1.0\n",
      "Vikash Gilja---1.0\n",
      "Hanshu Yan---1.0\n",
      "Yong-Ho Yoo---1.0\n",
      "Kook Han---1.0\n",
      "Sanghyun Cho---1.0\n",
      "Kyoung-Chul Koh---1.0\n",
      "Jong-Hwan Kim---1.0\n",
      "Antoine J.-P. Tixier---1.0\n",
      "Konrad Groh---1.0\n",
      "Joseph J. Lim---1.0\n",
      "Niki Parmar---1.0\n",
      "Mehdi Fatemi---1.0\n",
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      "Balázs Hidasi---1.0\n",
      "Dinghan Shen---1.0\n",
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      "Hideki Nakayama---1.0\n",
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      "Hongseok Yang---1.0\n",
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      "Li Ding---1.0\n",
      "Chenliang Xu---1.0\n",
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      "Pavle Djordjevich---1.0\n",
      "Yoichi Ishibashi---1.0\n",
      "Hisashi Miyamori---1.0\n",
      "Andrew Kyle Lampinen---1.0\n",
      "James Lloyd McClelland---1.0\n",
      "Malte Probst---1.0\n",
      "Arezoo Alizadeh---1.0\n",
      "Marion Mutter---1.0\n",
      "Thomas Münch---1.0\n",
      "Stefano Panzeri---1.0\n",
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      "Naveen Kodali---1.0\n",
      "James Hays---1.0\n",
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      "Asana Neishabouri---1.0\n",
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      "Zhihao Jia---1.0\n",
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      "Eric Undersander---1.0\n",
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      "Francois W. Belletti---1.0\n",
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      "Kenny J. Young---1.0\n",
      "Shuo Yang---1.0\n",
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      "Yanwei Fu---1.0\n",
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      "Xiangyang Xue---1.0\n",
      "Yuan Yao---1.0\n",
      "Shupeng Gui---1.0\n",
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      "Tianfan Fu*---1.0\n",
      "Tian Gao*---1.0\n",
      "Cao Xiao*---1.0\n",
      "Tengfei Ma*---1.0\n",
      "Chad Atalla---1.0\n",
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      "Florent CHIARONI. Mohamed-Cherif RAHAL. Nicolas HUEBER. Frédéric DUFAUX.---1.0\n",
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      "Qianxiao Li---1.0\n",
      "Bo Lin---1.0\n",
      "Weiqing Ren---1.0\n",
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      "Ehsan Amid---1.0\n",
      "Manfred K. Warmuth---1.0\n",
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      "Matthew Inkawhich---1.0\n",
      "Yiming Xu---1.0\n",
      "Uwe Dick---1.0\n",
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      "Ulf Brefeld---1.0\n",
      "Adam M. Oberman---1.0\n",
      "Jeff Calder---1.0\n",
      "Saneem Ahmed Chemmengath---1.0\n",
      "Samarth Bharadwaj---1.0\n",
      "Suranjana Samanta---1.0\n",
      "Karthik Sankaranarayanan---1.0\n",
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      "Vincent Adam---1.0\n",
      "Srinivas C. Turaga---1.0\n",
      "Hao Zhu---1.0\n",
      "Yankai Lin---1.0\n",
      "Zhiyuan Liu---1.0\n",
      "Tat-seng Chua and Maosong Sun---1.0\n",
      "Donghyeon Han---1.0\n",
      "Hoi-jun Yoo---1.0\n",
      "Tiange Luo---1.0\n",
      "Tianle Cai---1.0\n",
      "Mengxiao Zhang---1.0\n",
      "Siyu Chen---1.0\n",
      "Bo Liu---1.0\n",
      "Fengjuan Gao---1.0\n",
      "Amin Alipour---1.0\n",
      "Linzhang Wang---1.0\n",
      "Xuandong Li---1.0\n",
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      "Wei-Yang Qu---1.0\n",
      "Tang-Jie Lv---1.0\n",
      "Ying-Feng Chen---1.0\n",
      "Chang-Jie Fan---1.0\n",
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      "Peng Li---1.0\n",
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      "Hank Liao---1.0\n",
      "Hasim Sak---1.0\n",
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      "Lisa Lee---1.0\n",
      "Gal Mishne---1.0\n",
      "Eric C. Chi---1.0\n",
      "Ronald R. Coifman---1.0\n",
      "Luca de Alfaro---1.0\n",
      "K V Subrahmanyam---1.0\n",
      "Jesse Farebrother---1.0\n",
      "Michael Bowling---1.0\n",
      "Ravid Shwartz-Ziv---1.0\n",
      "Amichai Painsky---1.0\n",
      "Naftali Tishby---1.0\n",
      "Ugo Tanielian---1.0\n",
      "Flavian vasile---1.0\n",
      "Mike Gartrell---1.0\n",
      "Shiyu Duan---1.0\n",
      "Shujian Yu---1.0\n",
      "Yunmei Chen---1.0\n",
      "Fabio Pardo---1.0\n",
      "Vitaly Levdik---1.0\n",
      "Petar Kormushev---1.0\n",
      "Risto Vuorio---1.0\n",
      "Hexiang Hu---1.0\n",
      "Afshin Abdi---1.0\n",
      "Faramarz Fekri---1.0\n",
      "Nanyang Ye---1.0\n",
      "Lewis Smith---1.0\n",
      "Kate Rakelly*---1.0\n",
      "Evan Shelhamer*---1.0\n",
      "Jan Hula---1.0\n",
      "Raghavendra Pappagari---1.0\n",
      "Roma Patel---1.0\n",
      "Yinghui Huang---1.0\n",
      "Katherin Yu---1.0\n",
      "Shuning Jin---1.0\n",
      "Jingkai Mao---1.0\n",
      "Christos Tsirigotis---1.0\n",
      "Donghyun Kim---1.0\n",
      "Wenbo Zhao---1.0\n",
      "Shahan Ali Memon---1.0\n",
      "Morgan Funtowicz---1.0\n",
      "Tomi Silander---1.0\n",
      "Arnaud Sors---1.0\n",
      "Han Liu---1.0\n",
      "Fenfei Guo---1.0\n",
      "Leah Findlater---1.0\n",
      "Sameera Ramasinghe---1.0\n",
      "Salman Khan---1.0\n",
      "Nick Barnes---1.0\n",
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      "Nan Du---1.0\n",
      "Wei Fan---1.0\n",
      "Philip S. Yu---1.0\n",
      "Tomas Kocisky‎---1.0\n",
      "Yinbo Chen---1.0\n",
      "Zhuohan Li---1.0\n",
      "Sukarna Barua---1.0\n",
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      "Michael Houle---1.0\n",
      "Mouloud Belbahri---1.0\n",
      "Matthieu Courbariaux---1.0\n",
      "Vahid Partovi Nia---1.0\n",
      "Kevin J Liang---1.0\n",
      "Tianxiao Shen---1.0\n",
      "Myle Ott---1.0\n",
      "Barratt---1.0\n",
      "Shane---1.0\n",
      "Sharma---1.0\n",
      "Rishi---1.0\n",
      "Gaëtan Hadjeres---1.0\n",
      "Mihai Andries---1.0\n",
      "Atabak Dehban---1.0\n",
      "Jose Santos-Victor---1.0\n",
      "Seong Jin Cho---1.0\n",
      "Sunghun Kang---1.0\n",
      "Panos Achlioptas---1.0\n",
      "Judy E. Fan---1.0\n",
      "Robert X.D. Hawkins---1.0\n",
      "Leo Guibas---1.0\n",
      "Davide Nunes---1.0\n",
      "Luis Antunes---1.0\n",
      "Zhenhua Chen---1.0\n",
      "Chuhua Wang---1.0\n",
      "Tiancong Zhao---1.0\n",
      "Mayur Mudigonda---1.0\n",
      "Blake Tickell---1.0\n",
      "Jonathan J Hunt---1.0\n",
      "Timothy P Lillicrap---1.0\n",
      "Gaurav Malhotra---1.0\n",
      "Limeng Cui---1.0\n",
      "Fisher B. Gouza---1.0\n",
      "John V. Arthur---1.0\n",
      "Izzet B. Yildiz---1.0\n",
      "Jaspreet Sahota---1.0\n",
      "Janahan Ramanan---1.0\n",
      "Sepehr Eghbali---1.0\n",
      "Marcus Brubaker---1.0\n",
      "Guolin Ke---1.0\n",
      "Jia Zhang---1.0\n",
      "Zhenhui Xu---1.0\n",
      "Jiang Bian---1.0\n",
      "Heewoo Jun---1.0\n",
      "Hassan Kianinejad---1.0\n",
      "Md. Mostofa Ali Patwary---1.0\n",
      "Gaurav Gupta---1.0\n",
      "Mohamed Ridha Znaidi---1.0\n",
      "Paul Bogdan---1.0\n",
      "Bo Zhao---1.0\n",
      "Leonid Sigal---1.0\n",
      "Tavi Halperin---1.0\n",
      "Ariel Ephrat---1.0\n",
      "Jingkang Wang---1.0\n",
      "Augustin Žídek---1.0\n",
      "André Barreto---1.0\n",
      "Ya-Ping Hsieh---1.0\n",
      "Chen Liu---1.0\n",
      "Volkan Cevher---1.0\n",
      "Chihuang Liu---1.0\n",
      "Joseph JaJa---1.0\n",
      "Matthew Thornton---1.0\n",
      "Jithendar Anumula---1.0\n",
      "Jeonghyun Lyu---1.0\n",
      "Takashi Shinozaki---1.0\n",
      "Kaoru Amano---1.0\n",
      "Nicholas I.H. Kuo---1.0\n",
      "Mehrtash T. Harandi---1.0\n",
      "Hanna Suominen---1.0\n",
      "Nicolas Fourrier---1.0\n",
      "Christian Walder---1.0\n",
      "Gabriela Ferraro---1.0\n",
      "Kenta Oono---1.0\n",
      "Xinlei Chen---1.0\n",
      "Harit Pandya---1.0\n",
      "Gregor H.W. Gebhardt---1.0\n",
      "Cheng Zhao---1.0\n",
      "Zhibang Ge---1.0\n",
      "Tao Jiang---1.0\n",
      "Katherine Lee---1.0\n",
      "Orhan Firat---1.0\n",
      "Clara Fannjiang---1.0\n",
      "Atsushi Suzuki---1.0\n",
      "Yosuke Enokida---1.0\n",
      "Kenji Yamanishi---1.0\n",
      "Kristina Toutanova---1.0\n",
      "Lukas Lee---1.0\n",
      "Jinwhan Park---1.0\n",
      "Yiqun Duan---1.0\n",
      "Mingwei Wei---1.0\n",
      "James Stokes---1.0\n",
      "David J Schwab---1.0\n",
      "Mehdi Mirza---1.0\n",
      "Rishabh Kabra---1.0\n",
      "Sébastien Racanière---1.0\n",
      "Théophane Weber---1.0\n",
      "Laurent Orseau---1.0\n",
      "Tom Eccles---1.0\n",
      "Jacob R. Gardner---1.0\n",
      "Yurong You---1.0\n",
      "Andrew G. Wilson---1.0\n",
      "Santiago Gonzalez---1.0\n",
      "Joshua Landgraf---1.0\n",
      "Piero Molino---1.0\n",
      "Yang Wang---1.0\n",
      "Ken Nakanishi---1.0\n",
      "Shin-ichi Maeda---1.0\n",
      "Cheolhyeong Kim---1.0\n",
      "Seungtae Park---1.0\n",
      "Hyung Ju Hwang---1.0\n",
      "Tomasz Kisielewski---1.0\n",
      "Maia Pasek---1.0\n",
      "Cheng Wang---1.0\n",
      "Mathias Niepert---1.0\n",
      "Hsin-Wei Yu---1.0\n",
      "Po-Yu Wu---1.0\n",
      "Chih-An Tsao---1.0\n",
      "You-An Shen---1.0\n",
      "Shih-Hsuan Lin---1.0\n",
      "Karl Stratos---1.0\n",
      "Pingbo Pan---1.0\n",
      "Yan Yan---1.0\n",
      "Shaokai Ye---1.0\n",
      "Tianyun Zhang---1.0\n",
      "Kaiqi Zhang---1.0\n",
      "Jiayu Li---1.0\n",
      "Yunfei Yang---1.0\n",
      "Fuxun Yu---1.0\n",
      "Makan Fardad---1.0\n",
      "Xiang Chen---1.0\n",
      "Paul Vernaza---1.0\n",
      "Junlang Zhan---1.0\n",
      "Charles Packer*---1.0\n",
      "Katelyn Gao*---1.0\n",
      "Philipp Krahenbuhl---1.0\n",
      "Jangho Kim---1.0\n",
      "Jeesoo Kim---1.0\n",
      "Pierre jacob---1.0\n",
      "David Picard---1.0\n",
      "Aymeric Histace---1.0\n",
      "Edouard Klein---1.0\n",
      "Zhizhong Li---1.0\n",
      "Derek Hoiem---1.0\n",
      "Zelda Mariet---1.0\n",
      "Yaniv Ovadia---1.0\n",
      "Varun Kanade---1.0\n",
      "Mehdi Jafarnia-Jahromi---1.0\n",
      "Tasmin Chowdhury---1.0\n",
      "Hsin-Tai Wu---1.0\n",
      "Sayandev Mukherjee---1.0\n",
      "Lierni Sestorain---1.0\n",
      "Ayan Chakrabarti---1.0\n",
      "Benjamin Moseley---1.0\n",
      "Yu-Yi Su---1.0\n",
      "Yung-Chih Chen---1.0\n",
      "Xiang-Xiu Wu---1.0\n",
      "Qi Tan---1.0\n",
      "Pingzhong Tang---1.0\n",
      "Weiran Shen---1.0\n",
      "Song Zuo---1.0\n",
      "Sidak Pal Singh---1.0\n",
      "Andreas Hug---1.0\n",
      "Aymeric Dieuleveut---1.0\n",
      "Luc van Gool---1.0\n",
      "Cosmin I. Bercea---1.0\n",
      "Olivier Pauly---1.0\n",
      "Andreas K. Maier---1.0\n",
      "Florin C. Ghesu---1.0\n",
      "Christopher Bourez---1.0\n",
      "Aurelien Coquard---1.0\n",
      "Leon Weber---1.0\n",
      "Ulf Leser---1.0\n",
      "Yilin Shen---1.0\n",
      "William Wang---1.0\n",
      "Hongxia Jin---1.0\n",
      "Kristy Choi---1.0\n",
      "Kedar Tatwawadi---1.0\n",
      "Jumpei Ukita---1.0\n",
      "Wensong Chan---1.0\n",
      "Zhiqiang Tian---1.0\n",
      "Xuguang Lan---1.0\n",
      "Lei Cao---1.0\n",
      "Yizhou Yan---1.0\n",
      "Samuel Madden---1.0\n",
      "Elke Rundensteiner---1.0\n",
      "Noah Golmant---1.0\n",
      "Zhewei Yao---1.0\n",
      "Vladimir Feinberg---1.0\n",
      "Amir Gholami---1.0\n",
      "Kai Rothauge---1.0\n",
      "Michael Mahoney---1.0\n",
      "Heinrich Jiang---1.0\n",
      "Renata Khasanova---1.0\n",
      "Damien Sileo---1.0\n",
      "Tim Van de Cruys---1.0\n",
      "Camille Pradel---1.0\n",
      "Philippe Muller---1.0\n",
      "Tsu-Jui Fu---1.0\n",
      "Tzu-Yun Shann---1.0\n",
      "Tongzhou Wang---1.0\n",
      "Chin-Yi Cheng---1.0\n",
      "Paresh Malalur---1.0\n",
      "Tomáš Pevný---1.0\n",
      "Vojtěch Kovařík---1.0\n",
      "Ning Zhang---1.0\n",
      "Qiang Wu---1.0\n",
      "Woon Sang Cho---1.0\n",
      "Xiujun Li---1.0\n",
      "Mengdi Wang---1.0\n",
      "R. Lily Hu---1.0\n",
      "Chris Lu---1.0\n",
      "Philip Isola---1.0\n",
      "Martin Loncaric---1.0\n",
      "Ryan Weber---1.0\n",
      "Bowei Liu---1.0\n",
      "Hadi Ghauch---1.0\n",
      "Hossein S. Ghadikolaei---1.0\n",
      "Mikael Skoglund---1.0\n",
      "Carlo Fischione---1.0\n",
      "Xiaojie Guo---1.0\n",
      "Liang Zhao---1.0\n",
      "Rachel A. Lerch---1.0\n",
      "Chris R. Sims---1.0\n",
      "Aristide Baratin---1.0\n",
      "Felix Draxler---1.0\n",
      "Min Lin---1.0\n",
      "Fred Hamprecht---1.0\n",
      "Bowen Tan*---1.0\n",
      "Zhiting Hu*---1.0\n",
      "Jin-Young Kim---1.0\n",
      "Sung-Bae Cho---1.0\n",
      "Xilun Chen---1.0\n",
      "Ahmed Hassan Awadallah---1.0\n",
      "Hany Hassan---1.0\n",
      "Scott Gigante---1.0\n",
      "Kevin R. Moon---1.0\n",
      "Alexander Strzalkowski---1.0\n",
      "Katie Ferguson---1.0\n",
      "Yingting Wu---1.0\n",
      "Rui Wang---1.0\n",
      "Sahisnu Mazumder---1.0\n",
      "Shuai Wang---1.0\n",
      "Yingxuan Zhu---1.0\n",
      "Xiaotian Yin---1.0\n",
      "Lifeng Liu---1.0\n",
      "Yongbing Huang---1.0\n",
      "Qingming Tang---1.0\n",
      "Mahmoud Assran---1.0\n",
      "Nicolas Loizou---1.0\n",
      "Doyen Sahoo---1.0\n",
      "Chenghao Liu---1.0\n",
      "Steven C. H. Hoi---1.0\n",
      "Patrick Schwab---1.0\n",
      "Lorenz Linhardt---1.0\n",
      "Walter Karlen---1.0\n",
      "Eliav Buchnik---1.0\n",
      "Edith Cohen---1.0\n",
      "Avinatan Hassidim---1.0\n",
      "Yossi Matias---1.0\n",
      "Wenqing Hu---1.0\n",
      "Yunchao Zhang---1.0\n",
      "Wentao Wang---1.0\n",
      "Haoran Shi---1.0\n",
      "Alberto Bietti*---1.0\n",
      "Grégoire Mialon*---1.0\n",
      "Julien Mairal---1.0\n",
      "Wei Gao---1.0\n",
      "Yi Wei---1.0\n",
      "Quanquan Li---1.0\n",
      "Hongwei Qin---1.0\n",
      "Junjie Yan---1.0\n",
      "Kamil Nar---1.0\n",
      "Orhan Ocal---1.0\n",
      "Kannan Ramchandran---1.0\n",
      "Dean P. Foster---1.0\n",
      "Günther Schindler---1.0\n",
      "Wolfgang Roth---1.0\n",
      "Franz Pernkopf---1.0\n",
      "Holger Fröning---1.0\n",
      "Yu-Guan Hsieh---1.0\n",
      "Yassine Benyahia*---1.0\n",
      "Kaicheng Yu*---1.0\n",
      "Kamil Bennani-Smires---1.0\n",
      "Anthony Davison---1.0\n",
      "Jiaming Luo---1.0\n",
      "Bertrand Charpentier---1.0\n",
      "Kui Jia---1.0\n",
      "Yifei HUANG---1.0\n",
      "Ryan-Rhys Griffiths---1.0\n",
      "Sukmin Yun---1.0\n",
      "Yoonho Lee---1.0\n",
      "Jungtaek Kim---1.0\n",
      "Seungjin Choi---1.0\n",
      "Jaedong Hwang---1.0\n",
      "Shaofan Lai---1.0\n",
      "Carl Vondrick---1.0\n",
      "Donghoon Lee---1.0\n",
      "Wayne Wu---1.0\n",
      "Kaidi Cao---1.0\n",
      "Cheng Li---1.0\n",
      "Chen Qian---1.0\n",
      "Ziliang Chen---1.0\n",
      "Keze Wang---1.0\n",
      "Du Su---1.0\n",
      "Ali Yekkehkhany---1.0\n",
      "Yi Lu---1.0\n",
      "Wenmiao Lu---1.0\n",
      "Sidi Lu---1.0\n",
      "Lantao Yu---1.0\n",
      "Siyuan Feng---1.0\n",
      "Yaoming Zhu---1.0\n",
      "Jeremy C. Weiss---1.0\n",
      "Asli Celikyilmaz---1.0\n",
      "Li  Fuxin---1.0\n",
      "Shuqian Ye---1.0\n",
      "Yanheng Xu---1.0\n",
      "Jiechun Liang---1.0\n",
      "Hao Xu---1.0\n",
      "Shuhong Cai---1.0\n",
      "Shixin Liu---1.0\n",
      "Xi Zhu---1.0\n",
      "Jiongqian Liang---1.0\n",
      "Saket Gurukar---1.0\n",
      "Srinivasan Parthasarathy---1.0\n",
      "Viresh Ranjan---1.0\n",
      "Heeyoung Kwon---1.0\n",
      "Niranjan Balasubramanian---1.0\n",
      "Minh Hoai---1.0\n",
      "Xuanyang Zhang---1.0\n",
      "Hao liu---1.0\n",
      "Jeffrey M Siskind---1.0\n",
      "Jason J Corso---1.0\n",
      "Rodrigo Nogueira---1.0\n",
      "Wonwoong Cho---1.0\n",
      "Seunghwan Choi---1.0\n",
      "Junwoo Park---1.0\n",
      "David Keetae Park---1.0\n",
      "Jaegul Choo---1.0\n",
      "Marc Khoury---1.0\n",
      "Dylan Hadfield-Menell---1.0\n",
      "Guido Novati---1.0\n",
      "Petros Koumoutsakos---1.0\n",
      "Xiaoyun Wang---1.0\n",
      "Joe Eaton---1.0\n",
      "Jiezhang Cao---1.0\n",
      "Yong Guo---1.0\n",
      "Langyuan Mo---1.0\n",
      "Mingkui Tan---1.0\n",
      "Danish Pruthi---1.0\n",
      "Mansi Gupta---1.0\n",
      "Nitish Kumar Kulkarni---1.0\n",
      "Victor Carbune---1.0\n",
      "Thierry Coppey---1.0\n",
      "Alexander Daryin---1.0\n",
      "Thomas Deselaers---1.0\n",
      "Nikhil Sarda---1.0\n",
      "Jay Yagnik---1.0\n",
      "Bastiaan S. Veeling---1.0\n",
      "Rianne van den Berg---1.0\n",
      "Barun Patra---1.0\n",
      "Joel Ruben Antony Moniz---1.0\n",
      "Sarthak Garg---1.0\n",
      "Matthew R Gormley---1.0\n",
      "Shengzhong Zhang---1.0\n",
      "Ziang Zhou---1.0\n",
      "Zengfeng Huang---1.0\n",
      "Lukas Nabergall---1.0\n",
      "Justin Toth---1.0\n",
      "Leah Cousins---1.0\n",
      "Haihao Shen---1.0\n",
      "Jiong Gong---1.0\n",
      "Xiaoli Liu---1.0\n",
      "Guoming Zhang---1.0\n",
      "Ge Jin---1.0\n",
      "and Eric Lin---1.0\n",
      "Julio Cesar Zamora---1.0\n",
      "Jesus Adan Cruz Vargas---1.0\n",
      "Omesh Tickoo---1.0\n",
      "Xin Luo---1.0\n",
      "Hankz Hankui Zhuo---1.0\n",
      "Ga Wu---1.0\n",
      "Justin Domke---1.0\n",
      "Scott Sanner---1.0\n",
      "Aibek Alanov---1.0\n",
      "Max Kochurov---1.0\n",
      "Daniil Yashkov---1.0\n",
      "Hongyuan Mei---1.0\n",
      "Guanghui Qin---1.0\n",
      "Jason Eisner---1.0\n",
      "Meng Qu---1.0\n",
      "Jisoo Jeong---1.0\n",
      "Seungeui Lee---1.0\n",
      "Jeremy Nixon---1.0\n",
      "Daniel Freeman---1.0\n",
      "Alireza Makhzani---1.0\n",
      "Ying Ma---1.0\n",
      "Yunhao Tang---1.0\n",
      "Shipra Agrawal---1.0\n",
      "Ravichandra Addanki---1.0\n",
      "Devavrat Shah---1.0\n",
      "Qiaomin Xie---1.0\n",
      "Soham De---1.0\n",
      "Enayat Ullah---1.0\n",
      "Ryuichiro Hataya---1.0\n",
      "Adel Bibi---1.0\n",
      "Bernard Ghanem---1.0\n",
      "Kuan Wang---1.0\n",
      "Dawei Sun---1.0\n",
      "Vighnesh Leonardo Shiv---1.0\n",
      "Chris Quirk---1.0\n",
      "Chong Huang---1.0\n",
      "Xiao Chen---1.0\n",
      "Lalitha Sankar---1.0\n",
      "Ram Rajagopal---1.0\n",
      "Yilun Du---1.0\n",
      "Masataro Asai---1.0\n",
      "David Janz---1.0\n",
      "Jakub Konečný---1.0\n",
      "Brendan McMahan---1.0\n",
      "K.V.Subrahmanyam---1.0\n",
      "Hongfu Liu---1.0\n",
      "Yue Wu---1.0\n",
      "Zhangheng Li---1.0\n",
      "Jia-Xing Zhong---1.0\n",
      "Jingjia Huang---1.0\n",
      "Tao Zhang---1.0\n",
      "Thomas Li---1.0\n",
      "Ge Li---1.0\n",
      "Liangbo He---1.0\n",
      "Hao Sun---1.0\n",
      "Yun-Nung Chen---1.0\n",
      "Natasha Jaques---1.0\n",
      "Pedro A. Ortega---1.0\n",
      "Joel Z. Leibo---1.0\n",
      "Oluwatobi O. Olabiyi---1.0\n",
      "Anish Khazane---1.0\n",
      "Alan Salimov---1.0\n",
      "Erik T.Mueller---1.0\n",
      "Shani Gamrian---1.0\n",
      "Mehadi Hassen---1.0\n",
      "Philip K. Chan---1.0\n",
      "Danushka Bollegala---1.0\n",
      "Huda Hakami---1.0\n",
      "Jingfeng Wu---1.0\n",
      "Bing Yu---1.0\n",
      "Lei Wu---1.0\n",
      "Siming Yan*---1.0\n",
      "Bowen Xiao*---1.0\n",
      "Ran Tian---1.0\n",
      "Yash Agrawal---1.0\n",
      "Kento Watanabe---1.0\n",
      "Hiroya Takamura---1.0\n",
      "Suhua Lei---1.0\n",
      "Yajie Bao---1.0\n",
      "Shao-Lun Huang---1.0\n",
      "Lin Zhang---1.0\n",
      "Amir R. Zamir---1.0\n",
      "Leonidas J. Guibas---1.0\n",
      "Chandan Kumar---1.0\n",
      "Subrahmanyam Vaddi---1.0\n",
      "Aishwarya Sarkar---1.0\n",
      "Sergio Gomez---1.0\n",
      "Yusuf Aytar---1.0\n",
      "Fangzhou Luo---1.0\n",
      "Xiaolin Wu---1.0\n",
      "Hongyin Luo---1.0\n",
      "Yichen Li---1.0\n",
      "Zhaohan Daniel Guo---1.0\n",
      "Bernardo Avila Pires---1.0\n",
      "Agnieszka Pocha---1.0\n",
      "Jan Kaczmarczyk---1.0\n",
      "Michał Warchoł---1.0\n",
      "Junwei Lu---1.0\n",
      "Chanakya Malireddy---1.0\n",
      "Tirth Maniar---1.0\n",
      "Sajal Maheshwari---1.0\n",
      "Manish Shrivastava---1.0\n",
      "Rohan Taori---1.0\n",
      "Amog Kamsetty---1.0\n",
      "Brenton Chu---1.0\n",
      "Samvit Jain---1.0\n",
      "Gary Bécigneul---1.0\n",
      "Jay S. Stanley III---1.0\n",
      "Xinqi Chen---1.0\n",
      "Ming Hou---1.0\n",
      "Guoxu Zhou---1.0\n",
      "Qibin Zhao---1.0\n",
      "David Earl Hostallero---1.0\n",
      "Chong Yu---1.0\n",
      "Ruishan Liu---1.0\n",
      "Nicolo Fusi---1.0\n",
      "Lester Mackey---1.0\n",
      "Stanislau Semeniuta---1.0\n",
      "Aliaksei Severyn---1.0\n",
      "Assya Trofimov---1.0\n",
      "Francis Dutil---1.0\n",
      "Claude Perreault---1.0\n",
      "Sebastien Lemieux---1.0\n",
      "Joseph Paul Cohen---1.0\n",
      "Digvijay Boob---1.0\n",
      "Santanu S. Dey---1.0\n",
      "Yue Jiao---1.0\n",
      "Marvin Zhang*---1.0\n",
      "Sharad Vikram*---1.0\n",
      "Laura Smith---1.0\n",
      "Matthew Johnson---1.0\n",
      "Sumanth Dathathri---1.0\n",
      "Richard M. Murray---1.0\n",
      "Yigitcan Kaya---1.0\n",
      "Stuart Nevans Locke---1.0\n",
      "Ian Rackow---1.0\n",
      "Kevin Kulda---1.0\n",
      "Tudor Dumitraș---1.0\n",
      "Yuxiang Hu---1.0\n",
      "Li Dong---1.0\n",
      "Feijun Jiang---1.0\n",
      "Zaiqing Nie---1.0\n",
      "Ryutaro Tanno---1.0\n",
      "Daniel C. Alexander---1.0\n",
      "Antonio Criminisi---1.0\n",
      "Aditya Nori---1.0\n",
      "Alexander Bartler---1.0\n",
      "Felix Wiewel---1.0\n",
      "Bin Yang---1.0\n",
      "Inkit Padhi---1.0\n",
      "Pierre Dognin---1.0\n",
      "Yumnah Mohamied---1.0\n",
      "Anil Bharath---1.0\n",
      "Chang Li---1.0\n",
      "Setareh Rafatirad---1.0\n",
      "Maryam Heidari---1.0\n",
      "Xinlei Pan---1.0\n",
      "Dawn Song.---1.0\n",
      "Yunfu Song---1.0\n",
      "Zhijian Ou---1.0\n",
      "Alex Irpan---1.0\n",
      "James Davidson---1.0\n",
      "Carlos Eduardo Rosar Kos Lassance---1.0\n",
      "Vincent Gripon---1.0\n",
      "Antonio Ortega---1.0\n",
      "Hirono Okamoto---1.0\n",
      "Shohei Ohsawa---1.0\n",
      "Itto Higuchi---1.0\n",
      "Haruka Murakami---1.0\n",
      "Mizuki Sango---1.0\n",
      "Zhenghang Cui---1.0\n",
      "Hiroshi Kajino---1.0\n",
      "Tolgahan Cakaloglu---1.0\n",
      "Xiaowei Xu---1.0\n",
      "Beomsu Kim---1.0\n",
      "Junghoon Seo---1.0\n",
      "Jeongyeol Choe---1.0\n",
      "Jamyoung Koo---1.0\n",
      "Seunghyeon Jeon---1.0\n",
      "Taegyun Jeon---1.0\n",
      "Robin C. Geyer---1.0\n",
      "Tassilo J. Klein---1.0\n",
      "Jielin Qiu---1.0\n",
      "Ge Huang---1.0\n",
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      "Cees G. M. Snoek---1.0\n",
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      "Jane-Ling Wang---1.0\n",
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      "Ashish Khisti---1.0\n",
      "and Ben Liang---1.0\n",
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      "Zhi-Ming Ma---1.0\n",
      "Juan Maroñas---1.0\n",
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      "Suma Desu---1.0\n",
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      "Xiaoxiao Ma---1.0\n",
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      "Rahul Ramesh*---1.0\n",
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      "Ke Li*---1.0\n",
      "Shichong Peng*---1.0\n",
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      "Christopher De Sa---1.0\n",
      "Alexander Tong---1.0\n",
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      "Megha Nawhal---1.0\n",
      "Jianfeng Lu---1.0\n",
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      "Qihang Mo---1.0\n",
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      "Wei Xing---1.0\n",
      "Dongming Lu---1.0\n",
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      "Masahito Ueda---1.0\n",
      "Kyle Swanson---1.0\n",
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      "Krishnamurthy Dvijotham---1.0\n",
      "Miao Yang and Ke Hu---1.0\n",
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      "Zhiqiang Wei---1.0\n",
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      "Shalmali Joshi---1.0\n",
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      "Shuangchen Li---1.0\n",
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      "Ruizhe Zhao---1.0\n",
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      "Andrey Khorlin---1.0\n",
      "Kuang-Yu Samuel Chang---1.0\n",
      "Ange Tato---1.0\n",
      "Roger Nkambou---1.0\n",
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      "Deepak Mittal---1.0\n",
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      "Wenxiao Chen---1.0\n",
      "Jinlin Lai---1.0\n",
      "Zhihan Li---1.0\n",
      "Youjian Zhao---1.0\n",
      "Dan Pei---1.0\n",
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      "Co-Pierre Georg---1.0\n",
      "Xiaoqi Jiao---1.0\n",
      "Yichun Yin---1.0\n",
      "Lifeng Shang---1.0\n",
      "Linlin Li---1.0\n",
      "Fang Wang---1.0\n",
      "Qun Liu---1.0\n",
      "Zhiyi Chen---1.0\n",
      "Tong Lin*---1.0\n",
      "Tan M. Nguyen---1.0\n",
      "Sebastian Risi---1.0\n",
      "Xu Geng---1.0\n",
      "Lingyu Zhang---1.0\n",
      "Shulin Li---1.0\n",
      "Yuanbo Zhang---1.0\n",
      "Lulu Zhang---1.0\n",
      "Leye Wang---1.0\n",
      "Qiang Yang---1.0\n",
      "Hongtu Zhu---1.0\n",
      "Dara Bahri---1.0\n",
      "Maya Gupta---1.0\n",
      "Ouyu Lan*---1.0\n",
      "Xiao Huang*---1.0\n",
      "Bill Yuchen Lin---1.0\n",
      "He Jiang---1.0\n",
      "Yapeng Tian---1.0\n",
      "Dingzeyu Li---1.0\n",
      "Michele Donini---1.0\n",
      "Luca Franceschi---1.0\n",
      "Orchid Majumder---1.0\n",
      "Massimiliano Pontil---1.0\n",
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      "Tianshuo Cong---1.0\n",
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      "Zhe Dong---1.0\n",
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      "Devon Graham---1.0\n",
      "Kane Zhang---1.0\n",
      "Raj Dabre---1.0\n",
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      "Atsushi Fujita---1.0\n",
      "Lin Meng---1.0\n",
      "Thomas Hartvigsen---1.0\n",
      "Cansu Sen---1.0\n",
      "Alexander Mathis---1.0\n",
      "Mert Yüksekgönül---1.0\n",
      "Byron Rogers---1.0\n",
      "Mackenzie W. Mathis---1.0\n",
      "chun-ting liu---1.0\n",
      "Ousmane Dia---1.0\n",
      "Christopher  J Pal---1.0\n",
      "Terrance DeVries---1.0\n",
      "Luis Pineda---1.0\n",
      "Michal Drozdzal---1.0\n",
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      "Tongliang Liu---1.0\n",
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      "Yiming Ding---1.0\n",
      "Ernest K. Ryu---1.0\n",
      "T. Nathan Mundhenk---1.0\n",
      "Barry Chen---1.0\n",
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      "Tianxiao Gao---1.0\n",
      "Ruiqin Xiong---1.0\n",
      "Zhenhua Liu---1.0\n",
      "Siwei ma---1.0\n",
      "Feng Wu---1.0\n",
      "Wen Gao---1.0\n",
      "Laura Manduchi---1.0\n",
      "Guanyang Wang---1.0\n",
      "Yumeng Zhang---1.0\n",
      "Yong Deng---1.0\n",
      "Xuxin Huang---1.0\n",
      "Lukasz Kidzinski---1.0\n",
      "Metehan Yurt---1.0\n",
      "Alberto N. Escalante B.---1.0\n",
      "Veniamin I. Morgenshtern---1.0\n",
      "Girish Joshi---1.0\n",
      "Girish Chowdhary---1.0\n",
      "Forrest Laine---1.0\n",
      "Claire Tomlin---1.0\n",
      "Oana-Maria Camburu*---1.0\n",
      "Eleonora Giunchiglia*---1.0\n",
      "Thomas Lukasiewicz---1.0\n",
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      "Elmar Rueckert---1.0\n",
      "Henry Gouk---1.0\n",
      "Sam Schoenholz---1.0\n",
      "Zhihao Xing---1.0\n",
      "Heng Chang---1.0\n",
      "Somayeh Sojoudi---1.0\n",
      "Wenwu Zhu---1.0\n",
      "Konstantinos Pitas---1.0\n",
      "Kin Gutierrez---1.0\n",
      "Cristian Challu---1.0\n",
      "Jin Li---1.0\n",
      "Ruibin Xiong---1.0\n",
      "Yunchang Yang---1.0\n",
      "Kai Zheng---1.0\n",
      "Wanming Huang---1.0\n",
      "Shuai Jiang---1.0\n",
      "Xuan Liang---1.0\n",
      "Ian Oppermann---1.0\n",
      "Richard Yi Da Xu---1.0\n",
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      "Minjian Xin---1.0\n",
      "Kevin Feigelis---1.0\n",
      "Dan Yamins---1.0\n",
      "Dave Van Veen---1.0\n",
      "Ajil Jalal---1.0\n",
      "Mahdi Soltanolkotabi---1.0\n",
      "Yucong Zhou---1.0\n",
      "Jing Shao---1.0\n",
      "Xueyuan She---1.0\n",
      "Daehyun Kim---1.0\n",
      "Yun Long---1.0\n",
      "Aidan M. Swope---1.0\n",
      "Xander H. Rudelis---1.0\n",
      "Kyle T. Story---1.0\n",
      "Mahdi Namazifar---1.0\n",
      "Joost Huizinga---1.0\n",
      "Adrien Ecoffet---1.0\n",
      "Huaixiu Zheng---1.0\n",
      "Alexandros Papangelis---1.0\n",
      "Dian Yu---1.0\n",
      "Chandra Khatri---1.0\n",
      "Gokhan Tur---1.0\n",
      "Wei-Hsu Chen---1.0\n",
      "Hsueh-Ming Hang---1.0\n",
      "Chris Grimm---1.0\n",
      "Denis Teplyashin---1.0\n",
      "Wei Li---1.0\n",
      "Shaogang Gong---1.0\n",
      "Xiatian Zhu---1.0\n",
      "Qiangxing Tian---1.0\n",
      "Jinxin Liu---1.0\n",
      "Donglin Wang---1.0\n",
      "Francisco M. Garcia---1.0\n",
      "Chris Nota---1.0\n",
      "Philip S. Thomas---1.0\n",
      "Inaki Estella Aguerri---1.0\n",
      "Carles Riera---1.0\n",
      "Camilo Rey-Torres---1.0\n",
      "Eloi Puertas---1.0\n",
      "Oriol Pujol---1.0\n",
      "Berkay Kicanaoglu---1.0\n",
      "Pim de Haan---1.0\n",
      "Taco Cohen---1.0\n",
      "Chien-Min Yu---1.0\n",
      "Hsuan-Tien Lin---1.0\n",
      "Mihai Suteu---1.0\n",
      "Yi-ke Guo---1.0\n",
      "Jinghui Chen---1.0\n",
      "Dongruo Zhou---1.0\n",
      "Yiqi Tang---1.0\n",
      "Ziyan Yang---1.0\n",
      "Kense Todo---1.0\n",
      "Masayuki Yamamura---1.0\n",
      "Jongseok Lee---1.0\n",
      "Rudolph Triebel---1.0\n",
      "Vitaly Kurin---1.0\n",
      "Madan Ravi Ganesh---1.0\n",
      "Nan Wang---1.0\n",
      "Yabin Zhou---1.0\n",
      "Fenglei Han---1.0\n",
      "Lichao Wan---1.0\n",
      "Haitao Zhu---1.0\n",
      "Yaojing Zheng---1.0\n",
      "Hartmut Maennel---1.0\n",
      "Alexandru Țifrea---1.0\n",
      "Shuran Song---1.0\n",
      "Pratyush Maini---1.0\n",
      "Patrice Castonguay---1.0\n",
      "Vitaly Lavrukhin---1.0\n",
      "Ryan Leary---1.0\n",
      "Jason Li---1.0\n",
      "Huyen Nguyen---1.0\n",
      "Jonathan M. Cohen---1.0\n",
      "Alexandre Lemire Paquin---1.0\n",
      "Wenjie Xu---1.0\n",
      "Xiuqiong Chen---1.0\n",
      "Stephen S.-T. Yau---1.0\n",
      "Boyang Li---1.0\n",
      "Ekaterina Nikonova---1.0\n",
      "Jochen Renz---1.0\n",
      "Emmanuel de Bézenac---1.0\n",
      "Ibrahim Ayed---1.0\n",
      "Jianfei Yang---1.0\n",
      "Han Zou---1.0\n",
      "Yuxun Zhou---1.0\n",
      "Lihua Xie---1.0\n",
      "Ruizhi Deng---1.0\n",
      "Jaesik Yoon---1.0\n",
      "Hyeungill Lee---1.0\n",
      "Menglei Zhang---1.0\n",
      "Zhou Liu---1.0\n",
      "Jingwei He---1.0\n",
      "Yash Garg---1.0\n",
      "K. Selcuk Candan---1.0\n",
      "Michal Rozenwald---1.0\n",
      "Aleksandra Galitsyna---1.0\n",
      "Ekaterina Khrameeva---1.0\n",
      "Grigory Sapunov---1.0\n",
      "Mikhail S. Gelfand---1.0\n",
      "Sun Minni---1.0\n",
      "Li Ji-An---1.0\n",
      "Theodore Moskovitz---1.0\n",
      "Grace Lindsay---1.0\n",
      "Kenneth Miller---1.0\n",
      "Mario Dipoppa---1.0\n",
      "Guangyu Robert Yang---1.0\n",
      "Song Bian---1.0\n",
      "Ousmane Amadou Dia---1.0\n",
      "Elnaz Barshan---1.0\n",
      "Reza Babanezhad---1.0\n",
      "Vasco Portilheiro---1.0\n",
      "Jianhe Yuan---1.0\n",
      "Zhihai He---1.0\n",
      "Oriane Siméoni---1.0\n",
      "Mateusz Budnik---1.0\n",
      "Guillaume Gravier---1.0\n",
      "Wonmin Byeon---1.0\n",
      "Kazuya Kawakami---1.0\n",
      "Long Yang---1.0\n",
      "Gang Zheng---1.0\n",
      "Zavier Zhang---1.0\n",
      "Qian Zheng---1.0\n",
      "Jun Wen---1.0\n",
      "Gang Pana sample efficient policy gradient method with stochastic mirror descent.---1.0\n",
      "Steven Dalton---1.0\n",
      "Michael Garland---1.0\n",
      "Gregory Plumb---1.0\n",
      "Xuehui Sun---1.0\n",
      "Ce Zhang---1.0\n",
      "Farhan Damani---1.0\n",
      "Vishnu Sresht---1.0\n",
      "Stephen Ra---1.0\n",
      "Yewen Wang---1.0\n",
      "Yusong Ye---1.0\n",
      "Filippo Maria Bianchi---1.0\n",
      "Daniele Grattarola---1.0\n",
      "Cesare Alippi---1.0\n",
      "Shenzhong Zhang---1.0\n",
      "Shuai Zheng---1.0\n",
      "Zeyuan Chen---1.0\n",
      "Shaoliang Nie---1.0\n",
      "Tianfu Wu---1.0\n",
      "Christopher G. Healey---1.0\n",
      "Samia Mohinta---1.0\n",
      "Rui Ponte Costa---1.0\n",
      "Stephane Ciocchi---1.0\n",
      "Song Wang---1.0\n",
      "Xien Liu---1.0\n",
      "Ji Wu---1.0\n",
      "Tiantian Fang---1.0\n",
      "Alex Schwing---1.0\n",
      "Yingjing Lu---1.0\n",
      "Runde Yang---1.0\n",
      "Deepak Babu Sam---1.0\n",
      "ABINAYA K---1.0\n",
      "Sudharsan K A---1.0\n",
      "Venkatesh Babu RADHAKRISHNAN---1.0\n",
      "Yu He---1.0\n",
      "Shiyang Wen---1.0\n",
      "Wenjin Wu---1.0\n",
      "Siran Yang---1.0\n",
      "Yuan Wei---1.0\n",
      "Di Zhang---1.0\n",
      "Guojie  Song---1.0\n",
      "Wei Lin---1.0\n",
      "Liang Wang---1.0\n",
      "Bo Zheng---1.0\n",
      "John Palowitch---1.0\n",
      "Bryan Perozzi---1.0\n",
      "Jie Lin---1.0\n",
      "Mohamed M. Sabry Aly---1.0\n",
      "Sean I Young---1.0\n",
      "Bernd Girod---1.0\n",
      "Jialin Song---1.0\n",
      "Joe Wenjie Jiang---1.0\n",
      "Samuel L Smith---1.0\n",
      "Claire Gardent---1.0\n",
      "Chloe Braud---1.0\n",
      "Dustin L. Arendt---1.0\n",
      "Matthew Broussard---1.0\n",
      "Bala Krishnamoorthy---1.0\n",
      "Nathaniel Saul---1.0\n",
      "Arushi Gupta---1.0\n",
      "Elan Rosenfeld---1.0\n",
      "Ezra Winston---1.0\n",
      "Piotr Tatarczyk---1.0\n",
      "Damian Mrowca---1.0\n",
      "Asma Ghandeharioun---1.0\n",
      "Judy Hanwen Shen---1.0\n",
      "Craig Ferguson---1.0\n",
      "Agata Lapedriza---1.0\n",
      "Noah Jones---1.0\n",
      "Rosalind Picard---1.0\n",
      "Yifan Xu---1.0\n",
      "Lu Dai---1.0\n",
      "Udaikaran Singh---1.0\n",
      "Kening Zhang---1.0\n",
      "Zhuowen Tu---1.0\n",
      "Thomas Lee---1.0\n",
      "Erik Kruus---1.0\n",
      "Raphael Fettaya---1.0\n",
      "Dor Bank---1.0\n",
      "Rachel Lemberg---1.0\n",
      "Linoy Barel---1.0\n",
      "Cheng Peng---1.0\n",
      "Zhouwang Yang---1.0\n",
      "Pawan M. Kumar---1.0\n",
      "Minghao Han---1.0\n",
      "Lixian Zhang---1.0\n",
      "Benjain Eysenbach---1.0\n",
      "Erix Xing---1.0\n",
      "Kashyap Chitta---1.0\n",
      "Elmar Haussmann---1.0\n",
      "Clement Farabet---1.0\n",
      "Tianyi Zhang---1.0\n",
      "Ethan R. Elenberg---1.0\n",
      "Sahin Lale---1.0\n",
      "Lovedeep Gondara---1.0\n",
      "Ricardo Silva Carvalho---1.0\n",
      "Mohammed Abdi---1.0\n",
      "Aminat Adebiyi---1.0\n",
      "Andrea Fasoli---1.0\n",
      "Alberto Mannari---1.0\n",
      "Ronald Labby---1.0\n",
      "Luisa Bozano---1.0\n",
      "Damien Teney---1.0\n",
      "Jerrick Hoang---1.0\n",
      "Eric Langlois---1.0\n",
      "Zhiwei Deng---1.0\n",
      "Johan Bjorck---1.0\n",
      "Carla Gomes---1.0\n",
      "Zi-Niu Li---1.0\n",
      "Xiong-Hui Chen---1.0\n",
      "Ari Pakman---1.0\n",
      "Yueqi Wang---1.0\n",
      "Catalin Mitelut---1.0\n",
      "JinHyung Lee---1.0\n",
      "Rundong Li---1.0\n",
      "Rui Fan---1.0\n",
      "Aristotelis-Angelos Papadopoulos---1.0\n",
      "Nazim Shaikh---1.0\n",
      "Jiamian Wang---1.0\n",
      "Mohammad Reza Rajati---1.0\n",
      "Simon Vandenhende---1.0\n",
      "Yinhan Liu---1.0\n",
      "Naman Goyal---1.0\n",
      "Mandar Joshi---1.0\n",
      "Danqi Chen---1.0\n",
      "Danilo Vasconcellos Vargas---1.0\n",
      "Shashank Kotyan---1.0\n",
      "Moe Matsuki---1.0\n",
      "Wenjing Huang---1.0\n",
      "Lei Xu---1.0\n",
      "Uriya Pesso---1.0\n",
      "Koby Bibas---1.0\n",
      "Meir Feder---1.0\n",
      "Taojiannan Yang---1.0\n",
      "Sijie Zhu---1.0\n",
      "Yan Shen---1.0\n",
      "Mi Zhang---1.0\n",
      "Andrew Willis---1.0\n",
      "Chen Chen---1.0\n",
      "Natalia Martinez---1.0\n",
      "Martin Bertran---1.0\n",
      "Helena Peic Tukuljac---1.0\n",
      "Benjamin Ricaud---1.0\n",
      "Nicolas Aspert---1.0\n",
      "Mingzhe Wang---1.0\n",
      "Andrea Agazzi---1.0\n",
      "Felix Petersen---1.0\n",
      "Christian Borgelt---1.0\n",
      "Oliver Deussen---1.0\n",
      "Wei-Jen Ko---1.0\n",
      "Avik Ray---1.0\n",
      "Xujiang Zhao---1.0\n",
      "Shu Hu---1.0\n",
      "jin-Hee Cho---1.0\n",
      "Aysegul Dundar---1.0\n",
      "Kevin J Shih---1.0\n",
      "Robert Pottorf---1.0\n",
      "Andrew Tao---1.0\n",
      "Sheng-Iou Hsieh---1.0\n",
      "Shieh-Chieh Chang---1.0\n",
      "Yufei Li---1.0\n",
      "Xiangyu Zhou---1.0\n",
      "Jie Ma---1.0\n",
      "Yu Long---1.0\n",
      "Xuan Wang---1.0\n",
      "Chen Li---1.0\n",
      "Stefano Spigler---1.0\n",
      "Matthieu Wyart---1.0\n",
      "Cheng Chen---1.0\n",
      "Baptiste Angles---1.0\n",
      "Simon Kornblith---1.0\n",
      "Shahram Izadi---1.0\n",
      "Kwang Moo Yi---1.0\n",
      "Tianhang Zheng---1.0\n",
      "Baochun Li---1.0\n",
      "Jinhui Xu---1.0\n",
      "Ziyi Yang---1.0\n",
      "Michael Zeng---1.0\n",
      "Xuedong Huang---1.0\n",
      "Eric Darve---1.0\n",
      "Dinghuai Zhang*---1.0\n",
      "Mao Ye*---1.0\n",
      "Chengyue Gong*---1.0\n",
      "Joonhyun Jeong---1.0\n",
      "Sung-Ho Bae---1.0\n",
      "Abraham J. Fetterman---1.0\n",
      "Christina H. Kim---1.0\n",
      "Joshua Albrecht---1.0\n",
      "Liudmila Prokhorenkova---1.0\n",
      "Egor Samosvat---1.0\n",
      "Pim van der Hoorn---1.0\n",
      "Kacper Piotr Kielak---1.0\n",
      "Yangzi Guo---1.0\n",
      "Yiyuan She---1.0\n",
      "Xinjie Lan---1.0\n",
      "Kenneth E. Barner---1.0\n",
      "Roy Sadaka---1.0\n",
      "Avanti Shrikumar---1.0\n",
      "Amr M. Alexandari---1.0\n",
      "Anshul Kundaje---1.0\n",
      "Michel Aractingi---1.0\n",
      "Christopher Dance---1.0\n",
      "Theofanis Karaletsos---1.0\n",
      "Thang Bui---1.0\n",
      "Zhuo Zhi---1.0\n",
      "Sélim Chraibi---1.0\n",
      "Adil Salim---1.0\n",
      "Samuel Horváth---1.0\n",
      "Filip Hanzely---1.0\n",
      "Varun Suriyanarayana---1.0\n",
      "Onur Tavaslioglu---1.0\n",
      "Andrew J. Schaefer---1.0\n",
      "Lucy H. Lin---1.0\n",
      "Matthew Willetts---1.0\n",
      "Alexander Camuto---1.0\n",
      "Stephen Roberts---1.0\n",
      "Chris Holmes---1.0\n",
      "Jin-Young  Kim---1.0\n",
      "Alexandre Defossez---1.0\n",
      "Francis Bach---1.0\n",
      "Basile Dura---1.0\n",
      "Daniel Cohen---1.0\n",
      "Mario Marchand---1.0\n",
      "François Laviolette---1.0\n",
      "Shucong Zhang---1.0\n",
      "Cong-Thanh Do---1.0\n",
      "Rama Doddipatla---1.0\n",
      "Erfan Loweimi---1.0\n",
      "Peter Bell---1.0\n",
      "Beidi Chen---1.0\n",
      "Zhiding Yu---1.0\n",
      "Anshumali Shrivastava---1.0\n",
      "Dianbo Liu---1.0\n",
      "Tim Miller---1.0\n",
      "Kenneth Mandl---1.0\n",
      "Eric Arazo---1.0\n",
      "Diego Ortego---1.0\n",
      "Paul Albert---1.0\n",
      "Noel E. O'Connor---1.0\n",
      "Kevin McGuinness---1.0\n",
      "Clara Huiyi Hu---1.0\n",
      "Amit Dhurandhar---1.0\n",
      "Karthikeyan Shanmugam---1.0\n",
      "Tao Zheng---1.0\n",
      "Ivor Tsang---1.0\n",
      "Xin Yao---1.0\n",
      "Yangyang Sun---1.0\n",
      "Shuo Pang---1.0\n",
      "Da Yu---1.0\n",
      "Tie-yan Liu---1.0\n",
      "Jian Yin---1.0\n",
      "Maxence Ernoult---1.0\n",
      "Julie Grollier---1.0\n",
      "Damien Querlioz---1.0\n",
      "Benjamin Scellier---1.0\n",
      "Rishabh Agarwal---1.0\n",
      "Hansi Yang---1.0\n",
      "Thomas Flynn---1.0\n",
      "Kwang Min Yu---1.0\n",
      "Abid Malik---1.0\n",
      "Shinjae Yoo---1.0\n",
      "Nicholas D'Imperio---1.0\n",
      "Junxiang Wang---1.0\n",
      "Ted Moskovitz---1.0\n",
      "Sanyam Kapoor---1.0\n",
      "Jamie Kiros---1.0\n",
      "Mher Safaryan---1.0\n",
      "Eun saem Lee---1.0\n",
      "Xufang Luo---1.0\n",
      "Lorenzo Luzi---1.0\n",
      "Kaizhi Qian---1.0\n",
      "Mark Hasegawa-Johnson---1.0\n",
      "Zezhen Zeng---1.0\n",
      "Hsuan-Kung Yang---1.0\n",
      "Po-Han Chiang---1.0\n",
      "Min-Fong Hong---1.0\n",
      "Liwei Wu---1.0\n",
      "Shuqing Li---1.0\n",
      "James Sharpnack---1.0\n",
      "Rabeeh Karimi Mahabadi*---1.0\n",
      "Florian Mai*---1.0\n",
      "Christian Tomani---1.0\n",
      "Duc Bui---1.0\n",
      "Kshitiz Malik---1.0\n",
      "Jack Goetz---1.0\n",
      "Seungwhan Moon---1.0\n",
      "Honglei Liu---1.0\n",
      "Anuj Kumar---1.0\n",
      "Kang G. Shin---1.0\n",
      "Jiapeng Zhu---1.0\n",
      "Deli Zhao---1.0\n",
      "Julie Josse---1.0\n",
      "Imke Mayer---1.0\n",
      "Jean-Philippe Vert---1.0\n",
      "Laura Gustafson---1.0\n",
      "Teng Li---1.0\n",
      "Rodrigo Fonseca---1.0\n",
      "Shashanka Ubaru---1.0\n",
      "Manu V Nair---1.0\n",
      "Giacomo Indiveri---1.0\n",
      "Huanshu Wei---1.0\n",
      "Erkao Bao---1.0\n",
      "Linqi Song---1.0\n",
      "Chong Li---1.0\n",
      "Dan Shen---1.0\n",
      "C.J. Richard Shi---1.0\n",
      "Xiaoyan Li---1.0\n",
      "Iluju Kiringa---1.0\n",
      "Tet Yeap---1.0\n",
      "Xiaodan Zhu---1.0\n",
      "Yifeng Li---1.0\n",
      "Mohammad Firouzi---1.0\n",
      "Sadra Boreiri---1.0\n",
      "Hamed Firouzi---1.0\n",
      "Edgar Duenez-Guzman---1.0\n",
      "Fatih Furkan Yilmaz---1.0\n",
      "Prabhat Nagarajan---1.0\n",
      "Guilherme Maeda---1.0\n",
      "Yuyang Shi---1.0\n",
      "Yunhui Long---1.0\n",
      "Suxin Lin---1.0\n",
      "Carl A. Gunter---1.0\n",
      "Adam M Oberman---1.0\n",
      "Xin Jiang*---1.0\n",
      "Kewei Cheng*---1.0\n",
      "Song Jiang*---1.0\n",
      "Xiaomeng Zhang---1.0\n",
      "Xianfeng Liang---1.0\n",
      "Shuheng Shen---1.0\n",
      "Jingchang Liu---1.0\n",
      "Zhen Pan---1.0\n",
      "Yifei Cheng---1.0\n",
      "Qingtian Zhang---1.0\n",
      "Bin Gao---1.0\n",
      "Huaqiang Wu---1.0\n",
      "Daniel Geng---1.0\n",
      "Kiwon Um---1.0\n",
      "Yun (Raymond) Fei---1.0\n",
      "Ramon Izquierdo Cordova---1.0\n",
      "Walterio Mayol Cuevas---1.0\n",
      "Feng Ni---1.0\n",
      "Haidar Khan---1.0\n",
      "Dan Park---1.0\n",
      "Azer Khan---1.0\n",
      "Bülent Yener---1.0\n",
      "Max Bartolo---1.0\n",
      "Pontus Stenetorp---1.0\n",
      "Mathilde Caron---1.0\n",
      "Piotr Bojanowski---1.0\n",
      "Linfang Hou---1.0\n",
      "Liang Pang---1.0\n",
      "Xin Hong---1.0\n",
      "Zhiming Ma---1.0\n",
      "Dawei Yin---1.0\n",
      "Chao Gao---1.0\n",
      "Martin Mueller---1.0\n",
      "Ryan Hayward---1.0\n",
      "Hengshuai Yao---1.0\n",
      "Shangling Jui---1.0\n",
      "Laurent Besacier---1.0\n",
      "Zeyu Zheng---1.0\n",
      "Zhongwen Xu---1.0\n",
      "Manuel Kroiss---1.0\n",
      "Jeff Mitchell---1.0\n",
      "Jeff Bowers---1.0\n",
      "Shuxuan Guo---1.0\n",
      "Katsuki Ohto---1.0\n",
      "Haozhe Feng---1.0\n",
      "Kezhi Kong---1.0\n",
      "Tianye Zhang---1.0\n",
      "Siyue Xue---1.0\n",
      "Erwan Lecarpentier---1.0\n",
      "Kavosh Asadi---1.0\n",
      "Emmanuel Rachelson---1.0\n",
      "Shitao Tang---1.0\n",
      "Xingang Pan---1.0\n",
      "Pak Lun Kevin Ding---1.0\n",
      "Sarah Martin---1.0\n",
      "Sudip Roy---1.0\n",
      "Amirali Abdolrashidi---1.0\n",
      "Daniel Wong---1.0\n",
      "Peter C. Ma---1.0\n",
      "Qiumin Xu---1.0\n",
      "Ming Zhong---1.0\n",
      "James Laudon---1.0\n",
      "Yujun Yan---1.0\n",
      "Danai Koutra---1.0\n",
      "Guillaume Matheron---1.0\n",
      "Nicolas Perrin---1.0\n",
      "Kyriacos Nikiforou---1.0\n",
      "Christos Kaplanis---1.0\n",
      "Sachin Vernekar---1.0\n",
      "Ashish Gaurav---1.0\n",
      "Vahdat Abdelzad---1.0\n",
      "Taylor Denouden---1.0\n",
      "Rick Salay---1.0\n",
      "Krzysztof Czarnecki---1.0\n",
      "Tim Repke---1.0\n",
      "Ralf Krestel---1.0\n",
      "Junjie Sheng---1.0\n",
      "Xiangfeng Wang---1.0\n",
      "Bo Jin---1.0\n",
      "Wenhao Li---1.0\n",
      "Tsung-Hui Chang---1.0\n",
      "Songzhu Zheng---1.0\n",
      "Pengxiang Wu---1.0\n",
      "Aman Goswami---1.0\n",
      "Mayank Goswami---1.0\n",
      "Chenxingyu Zhao---1.0\n",
      "Jie Gui---1.0\n",
      "Yixiao Guo---1.0\n",
      "Glen Jeh---1.0\n",
      "Maitreya Patel---1.0\n",
      "Mirali Purohit---1.0\n",
      "Mihir Parmar---1.0\n",
      "Nirmesh J. Shah---1.0\n",
      "Hemant A. Patil---1.0\n",
      "Li-Ping Liu---1.0\n",
      "Ruiyuan Gu---1.0\n",
      "Xiaozhe Hu---1.0\n",
      "Woo-Young Kang---1.0\n",
      "Cheol-Ho Han---1.0\n",
      "Paul Barde---1.0\n",
      "Julien Roy---1.0\n",
      "Félix G. Harvey---1.0\n",
      "Yuhong Guo---1.0\n",
      "Yifei Wang---1.0\n",
      "Wuchen Li---1.0\n",
      "Tingran Gao---1.0\n",
      "Shahab Asoodeh---1.0\n",
      "John Chen---1.0\n",
      "Anastasios Kyrillidis---1.0\n",
      "Reza Oftadeh---1.0\n",
      "Jiayi Shen---1.0\n",
      "Dylan Shell---1.0\n",
      "Richard P. Wildes---1.0\n",
      "Daniel LeJeune---1.0\n",
      "Hamid Javadi---1.0\n",
      "Ali Sabet---1.0\n",
      "Prakhar Gupta---1.0\n",
      "Robert West---1.0\n",
      "Nanxiang Li---1.0\n",
      "Shabnam Ghaffarzadegan---1.0\n",
      "Liu Ren---1.0\n",
      "Josh Roy---1.0\n",
      "Ondrej Kuzelka---1.0\n",
      "Yuyi Wang---1.0\n",
      "Yiren Lu---1.0\n",
      "Yu Lin---1.0\n",
      "Yigong Wang---1.0\n",
      "Yifan Li---1.0\n",
      "Zhuoyi Wang---1.0\n",
      "Latifur Khan---1.0\n",
      "Yuexin Wu---1.0\n",
      "Yichong Xu---1.0\n",
      "Trevor Gale---1.0\n",
      "Qimai Li---1.0\n",
      "Xiaotong Zhang---1.0\n",
      "Xiao-Ming Wu---1.0\n",
      "Charles Lovering---1.0\n",
      "Laurent Sartran---1.0\n",
      "Wojciech Stokowiec---1.0\n",
      "Zhaoyang Zhang---1.0\n",
      "Liran Gispan---1.0\n",
      "Qiuling Xu---1.0\n",
      "Guanhong Tao---1.0\n",
      "Siyuan Cheng---1.0\n",
      "Lin Tan---1.0\n",
      "Yuting Liu---1.0\n",
      "Anit Kumar Sahu---1.0\n",
      "Wan-Yi Lin---1.0\n",
      "Zhuliang Yao---1.0\n",
      "Wei Zhou---1.0\n",
      "Yiying Li---1.0\n",
      "Huaimin Wang---1.0\n",
      "Hossein Sharifi-Noghabi---1.0\n",
      "Shuman Peng---1.0\n",
      "Olga Zolotareva---1.0\n",
      "Colin C. Collins---1.0\n",
      "Martin Ester---1.0\n",
      "Randolf Scholz---1.0\n",
      "Huynh Van Luong---1.0\n",
      "Duy Hung Le---1.0\n",
      "Nikos Deligiannis---1.0\n",
      "Martin Längkvist---1.0\n",
      "Andreas Persson---1.0\n",
      "Amy Loutfi---1.0\n",
      "Kenneth Stanley---1.0\n",
      "Aravind Srinivas---1.0\n",
      "Thanh V Nguyen---1.0\n",
      "Samuel C. Hoffman---1.0\n",
      "Giuseppe Romano---1.0\n",
      "Chinmay Hegde---1.0\n",
      "Emmanuel Noutahi---1.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dominique Beani---1.0\n",
      "Julien Horwood---1.0\n",
      "Devon Jarvis---1.0\n",
      "Richard Klein---1.0\n",
      "Haiyan Yin---1.0\n",
      "Jianda Chen---1.0\n",
      "Sinno Jialin Pan---1.0\n",
      "Yuhang Zhang---1.0\n",
      "Zhenwei Miao---1.0\n",
      "Tiebin Mi---1.0\n",
      "Robert Caiming Qiu---1.0\n",
      "Kaining Zhang---1.0\n",
      "Min-Hsiu Hsieh---1.0\n",
      "Lawrence Neal---1.0\n",
      "Holger Schwenk---1.0\n",
      "Vishrav Chaudhary---1.0\n",
      "Shuo Sun---1.0\n",
      "Hongyu Gong---1.0\n",
      "Francisco Guzmán---1.0\n",
      "Haotian Fu---1.0\n",
      "Hongyao Tang---1.0\n",
      "Baiyang Wang---1.0\n",
      "Mohammed Amin Abdullah---1.0\n",
      "Hang Ren---1.0\n",
      "Haitham Bou-Ammar---1.0\n",
      "Vladimir Milenkovic---1.0\n",
      "Hongting Zhang---1.0\n",
      "Qiben Yan---1.0\n",
      "Qi Qi---1.0\n",
      "Zixuan Wu---1.0\n",
      "Xiaoyu Wang---1.0\n",
      "Joyce Lee---1.0\n",
      "Rodica Busui---1.0\n",
      "Ming Ma---1.0\n",
      "Stephan Chalup---1.0\n",
      "Fayeem Aziz---1.0\n",
      "Defu Cheng---1.0\n",
      "Zhijian Zhou---1.0\n",
      "Moustafa Meshry---1.0\n",
      "Yixuan Ren---1.0\n",
      "Ricardo Martin-Brualla---1.0\n",
      "Larry Davis---1.0\n",
      "Louis Faury---1.0\n",
      "Clément Calauzènes---1.0\n",
      "Olivier Fercoq---1.0\n",
      "Jonas Falkner---1.0\n",
      "Kara Liu---1.0\n",
      "Pushi Zhang---1.0\n",
      "Li Zhao---1.0\n",
      "Guoqing Liu---1.0\n",
      "Minglie Huang---1.0\n",
      "Ge Yang---1.0\n",
      "Roberto Calandra---1.0\n",
      "Manyuan Zhang，Guanglu Song，Yu Liu，Hang Zhou---1.0\n",
      "Henry Howard-Jenkins---1.0\n",
      "Yiwen Li---1.0\n",
      "Victor Adrian Prisacariu---1.0\n",
      "Masoud Badiei Khuzani---1.0\n",
      "Liyue Shen---1.0\n",
      "Shahin Shahrampour---1.0\n",
      "Lei Xing---1.0\n",
      "Kaiwen Zhou---1.0\n",
      "Yanghua Jin---1.0\n",
      "Qinghua Ding---1.0\n",
      "Samarth Sinha---1.0\n",
      "Selam Waktola---1.0\n",
      "Laurent Babout---1.0\n",
      "Krzysztof Grudzien---1.0\n",
      "Seungjun Jung---1.0\n",
      "Junyoung Byun---1.0\n",
      "Kyujin Shim---1.0\n",
      "Changick Kim---1.0\n",
      "Yuzhou Chen---1.0\n",
      "Yulia R. Gel---1.0\n",
      "Konstantin Avrachenkov---1.0\n",
      "Aleksei Kuvshinov---1.0\n",
      "Stephan Guennemann---1.0\n",
      "Zhendong Zhang---1.0\n",
      "Cheolkon Jung---1.0\n",
      "Kevin Luk---1.0\n",
      "Yikai Zhao---1.0\n",
      "Peiqing Chen---1.0\n",
      "Zidong Zhao---1.0\n",
      "Steve Uhlig---1.0\n",
      "Hamza Merzic---1.0\n",
      "Julian Schrittwieser---1.0\n",
      "Thomas Hubert---1.0\n",
      "Mitchell A Gordon---1.0\n",
      "Kevin Duh---1.0\n",
      "Nicholas Andrews---1.0\n",
      "Qingru Zhang---1.0\n",
      "Tyler James Malloy---1.0\n",
      "Stephan Schonsheck---1.0\n",
      "Margherita Rosnati---1.0\n",
      "Michael Hanselmann---1.0\n",
      "Christoph-Nikolas Straehle---1.0\n",
      "Mingyang Yi---1.0\n",
      "Keyu Nie---1.0\n",
      "Zezhong Zhang---1.0\n",
      "Ted Tao Yuan---1.0\n",
      "Rong Song---1.0\n",
      "Pauline Berry Burke---1.0\n",
      "Song Liu---1.0\n",
      "Tom Diethe---1.0\n",
      "Peter Flach---1.0\n",
      "Ian Covert---1.0\n",
      "Uygar Sumbul---1.0\n",
      "N. Joseph Tatro---1.0\n",
      "Igor Melnyk---1.0\n",
      "Aurko Roy*---1.0\n",
      "Mohammad Taghi Saffar*---1.0\n",
      "Edo Cohen-Karlik---1.0\n",
      "Carl Allen*---1.0\n",
      "Ivana Balazevic*---1.0\n",
      "Timothy M Hospedales---1.0\n",
      "Feng Yan---1.0\n",
      "John Osorio---1.0\n",
      "Adrià Armejach---1.0\n",
      "Eric Petit---1.0\n",
      "Marc Casas---1.0\n",
      "Hesham Mostafa---1.0\n",
      "Fanhua Shang---1.0\n",
      "Lin Kong---1.0\n",
      "Yuanyuan Liu---1.0\n",
      "Hua Huang---1.0\n",
      "Hongying Liu---1.0\n",
      "James Smith---1.0\n",
      "Constantine Dovrolis---1.0\n",
      "Qingqing Huang---1.0\n",
      "Hadi Salman---1.0\n",
      "John Giorgi---1.0\n",
      "Xindi Wang---1.0\n",
      "Nicola Sahar---1.0\n",
      "Won Young Shin---1.0\n",
      "Gary Bader---1.0\n",
      "Bo Wang---1.0\n",
      "Yaza Wainakh---1.0\n",
      "Moiz Rauf---1.0\n",
      "Michael Pradel---1.0\n",
      "Koyel Mukherjee---1.0\n",
      "Alind Khare---1.0\n",
      "Yogish Sabharwal---1.0\n",
      "Ashish Verma---1.0\n",
      "Qingzhe Li---1.0\n",
      "Negar Etemadyrad---1.0\n",
      "Luis Muñoz-González---1.0\n",
      "Bjarne Pfitzner---1.0\n",
      "Matteo Russo---1.0\n",
      "Javier Carnerero-Cano---1.0\n",
      "Emil C. Lupu---1.0\n",
      "Brian R. Bartoldson---1.0\n",
      "Gordon Erlebacher---1.0\n",
      "Hugo Silva---1.0\n",
      "Shen-Yi Zhao---1.0\n",
      "Yin-Peng Xie---1.0\n",
      "Hao Gao---1.0\n",
      "Wu-Jun Li---1.0\n",
      "Ying Da Wang---1.0\n",
      "Pawel Swietojanski---1.0\n",
      "Ryan T Armstrong---1.0\n",
      "Peyman Mostaghimi---1.0\n",
      "Ziyun Wang---1.0\n",
      "Brenden M. Lake---1.0\n",
      "Sihuan Lin---1.0\n",
      "Yubo Zhang---1.0\n",
      "Hao Tan---1.0\n",
      "Mohit Bansal---1.0\n",
      "Bowen Weng---1.0\n",
      "Huaqing Xiong---1.0\n",
      "Meng Dong---1.0\n",
      "Jiawei Zhou---1.0\n",
      "Sungsoo Ahn---1.0\n",
      "Younggyo Seo---1.0\n",
      "Motasem Alfarra---1.0\n",
      "Hasan Hammoud---1.0\n",
      "Mohamed Gaafar---1.0\n",
      "Lucas Fidon---1.0\n",
      "Sebastien Ourselin---1.0\n",
      "Tom Vercauteren---1.0\n",
      "Tomer Koren---1.0\n",
      "Ivan Ovinnikov---1.0\n",
      "Yanyan Liang---1.0\n",
      "Yanfeng Zhang---1.0\n",
      "Fangjing Wang---1.0\n",
      "Qian Xu---1.0\n",
      "Joachim Sicking---1.0\n",
      "Alexander Kister---1.0\n",
      "Matthias Fahrland---1.0\n",
      "Stefan Eickeler---1.0\n",
      "Fabian Hueger---1.0\n",
      "Stefan Rueping---1.0\n",
      "Peter Schlicht---1.0\n",
      "Tim Wirtz---1.0\n",
      "Youngwoo Cho---1.0\n",
      "Minwook Chang---1.0\n",
      "Gerard Jounghyun Kim---1.0\n",
      "Tao Du---1.0\n",
      "Yunfei Li---1.0\n",
      "Jie Xu---1.0\n",
      "Andrew Spielberg---1.0\n",
      "Kui Wu---1.0\n",
      "Wojciech Matusik---1.0\n",
      "Kai Lagemann---1.0\n",
      "Gregor Roering---1.0\n",
      "Christoph Henke---1.0\n",
      "Rene Vossen---1.0\n",
      "Frank Hees---1.0\n",
      "Andrea Dittadi---1.0\n",
      "Hadi Pouransari---1.0\n",
      "Oncel Tuzel---1.0\n",
      "Salman Alsubaihi---1.0\n",
      "Modar Alfadly---1.0\n",
      "Abdullah Hamdi---1.0\n",
      "Yu Guang Wang---1.0\n",
      "Ming Li---1.0\n",
      "Guido Montufar---1.0\n",
      "Xiaosheng Zhuang---1.0\n",
      "Yanan Fan---1.0\n",
      "Vasileios Lioutas---1.0\n",
      "Ahmad Rashid---1.0\n",
      "Krtin Kumar---1.0\n",
      "Md Akmal Haidar---1.0\n",
      "Mehdi Rezagholizadeh---1.0\n",
      "Bryan A. Plummer---1.0\n",
      "Mariya I. Vasileva---1.0\n",
      "Vitali Petsiuk---1.0\n",
      "Gal Elidan---1.0\n",
      "Yunhui Guo---1.0\n",
      "Tajana Rosing---1.0\n",
      "Luca Laurenti---1.0\n",
      "Andrea Patane---1.0\n",
      "Matthew Wicker---1.0\n",
      "Luca Bortolussi---1.0\n",
      "Luca Cardelli---1.0\n",
      "Marta Kwiatkowska---1.0\n",
      "Daniel Li---1.0\n",
      "Qiang Ma---1.0\n",
      "Andrew Liu---1.0\n",
      "Justin Cheung---1.0\n",
      "Dana Pe’er---1.0\n",
      "Itsik Pe’er---1.0\n",
      "Peiqi Wang---1.0\n",
      "Yu Ji---1.0\n",
      "Xinfeng Xie---1.0\n",
      "Yongqiang Lyu---1.0\n",
      "Dongsheng Wang---1.0\n",
      "Zhichao Han---1.0\n",
      "Xu Li---1.0\n",
      "Hong Cheng---1.0\n",
      "Mengyu Chu---1.0\n",
      "Jonas Mayer---1.0\n",
      "Zebang Shen---1.0\n",
      "Cong Fang---1.0\n",
      "Jiahao Xie---1.0\n",
      "Ruiying Lu---1.0\n",
      "XiaoLiu Mao---1.0\n",
      "XinDian Ma---1.0\n",
      "BenYou Wang---1.0\n",
      "Jing Zhang---1.0\n",
      "DaWei Song---1.0\n",
      "Bapu Li(*)---1.0\n",
      "Yanwen Fan(*)---1.0\n",
      "Zhiyu Cheng---1.0\n",
      "Yingze Bao (* means equal contribution)---1.0\n",
      "Sharan Ramjee---1.0\n",
      "Aly El Gamal---1.0\n",
      "Nannan Li---1.0\n",
      "Zhenzhong Chen---1.0\n",
      "Sander M. Bohte---1.0\n",
      "Pieter R. Roelfsema---1.0\n",
      "Brian Chmiel---1.0\n",
      "Chaim Baskin---1.0\n",
      "Evgenii Zheltonozhskii---1.0\n",
      "Yevgeny Yermolin---1.0\n",
      "Alex Karbachevsky---1.0\n",
      "Alex M. Bronstein---1.0\n",
      "Avi Mendelson---1.0\n",
      "Yigit Ugur---1.0\n",
      "George Arvanitakis---1.0\n",
      "Tal Daniel---1.0\n",
      "Andrew Gambardella---1.0\n",
      "Jinke He---1.0\n",
      "Wendelin Böhmer---1.0\n",
      "Yufei Wang*---1.0\n",
      "Ziju Shen*---1.0\n",
      "Zichao Long---1.0\n",
      "Zilong Ji---1.0\n",
      "Xiaolong Zou---1.0\n",
      "Si Wu---1.0\n",
      "Qinxun Bai---1.0\n",
      "Ruixiang Zhang---1.0\n",
      "Liam Paull---1.0\n",
      "Gautier Izacard---1.0\n",
      "Said ouala---1.0\n",
      "Duong Nguyen---1.0\n",
      "Bertrand Chapron---1.0\n",
      "Ananda Pascual---1.0\n",
      "Fabrice Collard---1.0\n",
      "Lucile Gaultier---1.0\n",
      "Christopher J. Shallue---1.0\n",
      "Zachary Nado---1.0\n",
      "Dana Ruiter---1.0\n",
      "Cristina España-Bonet---1.0\n",
      "Josef van Genabith---1.0\n",
      "Jianfeng Chi---1.0\n",
      "Charles Hernandez---1.0\n",
      "Hungyi Lee---1.0\n",
      "Hongchen Liu---1.0\n",
      "Cheng Zheng---1.0\n",
      "Fei Wang---1.0\n",
      "Zhanfu Yang---1.0\n",
      "Guannan Wei---1.0\n",
      "Tiark Rompf---1.0\n",
      "Scott Wen-tau Yih---1.0\n",
      "Sinong Wang---1.0\n",
      "Mateusz Michalkiewicz---1.0\n",
      "Mahsa Baktashmotagh---1.0\n",
      "Anders Eriksson---1.0\n",
      "Ilya Markov---1.0\n",
      "Vitalii Aksenov---1.0\n",
      "Liam Li---1.0\n",
      "Seoyoung Ahn---1.0\n",
      "Gregory Zelinsky---1.0\n",
      "Gary Lupyan---1.0\n",
      "Ayush Jain*---1.0\n",
      "Andrew Szot*---1.0\n",
      "Jincheng Zhou---1.0\n",
      "Ruobing Shen---1.0\n",
      "Bo Tang---1.0\n",
      "Ismail Ben Ayed---1.0\n",
      "Andrea Lodi---1.0\n",
      "Thomas Guthier---1.0\n",
      "Jungeum Kim---1.0\n",
      "Alex Bird---1.0\n",
      "Ahmet Iscen---1.0\n",
      "Giorgos Tolias---1.0\n",
      "Ondrej Chum---1.0\n",
      "Huang Yu-Ting---1.0\n",
      "Parameswaran Kamalaruban---1.0\n",
      "Ehsan Adeli---1.0\n",
      "Qingyu Zhao---1.0\n",
      "Adolf Pfefferbaum---1.0\n",
      "Edith V. Sullivan---1.0\n",
      "Juan Carlos Niebles---1.0\n",
      "Kilian M. Pohl---1.0\n",
      "Shaohuai Shi---1.0\n",
      "Xiaowen Chu---1.0\n",
      "Ka Chun Cheung---1.0\n",
      "Simon See---1.0\n",
      "Thomas Sanchez---1.0\n",
      "Igor Krawczuk---1.0\n",
      "Zhaodong Sun---1.0\n",
      "Chi Thang Duong---1.0\n",
      "Dung Hoang---1.0\n",
      "Truong Giang Le Ba---1.0\n",
      "Thanh Le Cong---1.0\n",
      "Hongzhi Yin---1.0\n",
      "Matthias Weidlich---1.0\n",
      "Quoc Viet Hung Nguyen---1.0\n",
      "Pengfei Jin---1.0\n",
      "Tianhao Lai---1.0\n",
      "Vinenzo Crescimanna---1.0\n",
      "Bruce Graham---1.0\n",
      "Hyojin Bahng---1.0\n",
      "Uthaipon Tantipongpipat---1.0\n",
      "Chris Waites---1.0\n",
      "Amaresh Siva---1.0\n",
      "Rachel Cummings---1.0\n",
      "Byeongsu Sim---1.0\n",
      "Gyutaek Oh---1.0\n",
      "Sungjun Lim---1.0\n",
      "and Jong Chul Ye---1.0\n",
      "Yann Lifchitz---1.0\n",
      "Sylvaine Picard---1.0\n",
      "Aditya Bhatt---1.0\n",
      "Max Argus---1.0\n",
      "Brenden K. Petersen---1.0\n",
      "Katsuhito Sudoh---1.0\n",
      "Koichiro Yoshino---1.0\n",
      "Satoshi Nakamura---1.0\n",
      "Yunfei Chu---1.0\n",
      "Chunyan Feng---1.0\n",
      "Albert Tseng---1.0\n",
      "Michael L. Iuzzolino---1.0\n",
      "Yin Zhao---1.0\n",
      "Longjun Cai---1.0\n",
      "Chaoping Tu---1.0\n",
      "Wu Wei---1.0\n",
      "Zhaocheng Liu---1.0\n",
      "Haoli Zhang---1.0\n",
      "Amir Ali Moinfar---1.0\n",
      "Amirkeivan Mohtashami---1.0\n",
      "Mahdieh Soleymani---1.0\n",
      "Ali Sharifi-Zarchi---1.0\n",
      "Yongheng Zhao---1.0\n",
      "Tolga Birdal---1.0\n",
      "Jan Eric Lenssen---1.0\n",
      "Emanuele Menegatti---1.0\n",
      "Muyu Li---1.0\n",
      "Shauharda Khadka---1.0\n",
      "Somdeb Majumdar---1.0\n",
      "Santiago Miret---1.0\n",
      "Kagan Tumer---1.0\n",
      "Chun-Hsing Lin---1.0\n",
      "Alvin Chiang---1.0\n",
      "Chi-Liang Liu---1.0\n",
      "Chien-Fu Lin---1.0\n",
      "Po-Hsien Chu---1.0\n",
      "Siang-Ruei Wu---1.0\n",
      "Yi-En Tsai---1.0\n",
      "Chung-Yang (Ric) Huang---1.0\n",
      "Nuri Cingillioglu---1.0\n",
      "Alessandra Russo---1.0\n",
      "Dmitriy Genzel---1.0\n",
      "Xiaohua Zhai---1.0\n",
      "Joan Puigcerver---1.0\n",
      "Alexander Kolesnikov---1.0\n",
      "Pierre Ruyssen---1.0\n",
      "Andre Susano Pinto---1.0\n",
      "Maxim Neumann---1.0\n",
      "Lucas Beyer---1.0\n",
      "Marcin Michalski---1.0\n",
      "Jalil Taghia---1.0\n",
      "Maria Bånkestad---1.0\n",
      "Fredrik Lindsten---1.0\n",
      "Thomas Schön---1.0\n",
      "Paul Kim---1.0\n",
      "Robin Winter---1.0\n",
      "Djork-Arné Clevert---1.0\n",
      "Graham Finlayson---1.0\n",
      "Ruth Montgomery---1.0\n",
      "Jooyeon Kim---1.0\n",
      "Alice Oh---1.0\n",
      "Lixin Duan---1.0\n",
      "Guowu Yang---1.0\n",
      "Rob Cornish---1.0\n",
      "Anthony Caterini---1.0\n",
      "George Deligiannidis---1.0\n",
      "Arnaud Doucet---1.0\n",
      "Patrick Kidger---1.0\n",
      "Terry Lyons---1.0\n",
      "Kezhen Chen---1.0\n",
      "Qiuyuan Huang---1.0\n",
      "Hamid Palangi---1.0\n",
      "Kenneth D. Forbus---1.0\n",
      "Benoit Gaujac---1.0\n",
      "Ilya Feige---1.0\n",
      "Paul Soulos---1.0\n",
      "Tom McCoy---1.0\n",
      "Shion Honda---1.0\n",
      "Hirotaka Akita---1.0\n",
      "Katsuhiko Ishiguro---1.0\n",
      "Toshiki Nakanishi---1.0\n",
      "Elisabeth Salesky---1.0\n",
      "Manuel Nonnenmacher---1.0\n",
      "David Reeb---1.0\n",
      "Ingo Steinwart---1.0\n",
      "Kamila Abdiyeva---1.0\n",
      "Martin Lukac---1.0\n",
      "Kanat Alimanov---1.0\n",
      "Bharath Damodaran---1.0\n",
      "Kilian Fatras---1.0\n",
      "Sylvain Lobry---1.0\n",
      "Devis Tuia---1.0\n",
      "Ruixuan Zhang---1.0\n",
      "Zhuoyu Wei---1.0\n",
      "Yu Shi---1.0\n",
      "Edward Beeching---1.0\n",
      "Jilles Dibangoye---1.0\n",
      "Olivier Simonin---1.0\n",
      "YoungJoon Yoo---1.0\n",
      "Jung Woo Ha---1.0\n",
      "Xiangyuan Ren---1.0\n",
      "Zijun Sun---1.0\n",
      "Arianna Yuan---1.0\n",
      "François Rousseau---1.0\n",
      "Ephrem Tadesse---1.0\n",
      "Rosa Tsegaye---1.0\n",
      "Kuulaa Qaqqabaa---1.0\n",
      "Ruo Yu Tao---1.0\n",
      "Vincent François-Lavet---1.0\n",
      "Micha Livne---1.0\n",
      "David J. Fleet---1.0\n",
      "Huiming Zhang---1.0\n",
      "Haibo Chen---1.0\n",
      "AiLin Li---1.0\n",
      "Lihong Qiu---1.0\n",
      "Goran Zuzic---1.0\n",
      "Russell Mendonca---1.0\n",
      "Hari Prasanna Das---1.0\n",
      "Costas J. Spanos---1.0\n",
      "Girma Neshir---1.0\n",
      "Joe Davison---1.0\n",
      "Kristen A. Severson---1.0\n",
      "Vlad Pushkarov---1.0\n",
      "Yonathan Efroni---1.0\n",
      "Mykola Maksymenko---1.0\n",
      "Maciej Koch-Janusz---1.0\n",
      "Xiao Lin---1.0\n",
      "Indranil Sur---1.0\n",
      "Samuel A. Nastase---1.0\n",
      "Uri Hasson---1.0\n",
      "Ajay Divakaran---1.0\n",
      "Mohamed R. Amer---1.0\n",
      "Seifedin Shifaw Mohamed---1.0\n",
      "Solomon Teferra Abate (PhD)---1.0\n",
      "Shengding Hu---1.0\n",
      "Qipin Chen---1.0\n",
      "Wenrui Hao---1.0\n",
      "Hossein Hajimirsadeghi---1.0\n",
      "Thibaut Durand---1.0\n",
      "Amit Boyarski---1.0\n",
      "Sanketh Vedula---1.0\n",
      "Ting-Wu Chin---1.0\n",
      "Diana Marculescu---1.0\n",
      "Matthieu Kirchmeyer---1.0\n",
      "Alain Rakotomamonjy---1.0\n",
      "Amin Mantrach---1.0\n",
      "Changmin Wu---1.0\n",
      "Giorgi Nadiradze---1.0\n",
      "Amirmojtaba Sabour---1.0\n",
      "Ilia Markov---1.0\n",
      "Vitaly Aksenov---1.0\n",
      "Dan Alistarh.---1.0\n",
      "Alex A. Alemi---1.0\n",
      "Manaal Faruqui---1.0\n",
      "Shizheng Qin---1.0\n",
      "Yichen Zhu---1.0\n",
      "Pengfei Hou---1.0\n",
      "Wenqiang Zhang---1.0\n",
      "Arraamuthan Arulanantham---1.0\n",
      "Ahamed Arshad Ahamed Anzar---1.0\n",
      "Gowshalini Rajalingam---1.0\n",
      "Krusanth Ingran---1.0\n",
      "Prasanna S. Haddela---1.0\n",
      "Yu-Xiong Wang---1.0\n",
      "Yuki Uchiyama---1.0\n",
      "Karteek Alahari---1.0\n",
      "Kunal Menda---1.0\n",
      "Jean de Becdelièvre---1.0\n",
      "Jayesh K Gupta---1.0\n",
      "Ilan Kroo---1.0\n",
      "Mykel J. Kochenderfer---1.0\n",
      "Zachary Manchester---1.0\n",
      "Ciprian Chelba---1.0\n",
      "Florian Meier---1.0\n",
      "Marcelo Gauy---1.0\n",
      "Angelika Steger---1.0\n",
      "Bart van Merriënboer---1.0\n",
      "Xingyuan Chen---1.0\n",
      "Ping Cai---1.0\n",
      "Peng Jin---1.0\n",
      "Haokun Du---1.0\n",
      "Hongjun Wang---1.0\n",
      "Xinyu Dai---1.0\n",
      "Florian Schaefer---1.0\n",
      "Hongkai Zheng---1.0\n",
      "Dominik Schmidt---1.0\n",
      "Georgia Koppe---1.0\n",
      "Max Beutelspacher---1.0\n",
      "Zuyuan Zhong---1.0\n",
      "Martin Mundt---1.0\n",
      "Sagnik Majumder---1.0\n",
      "Iuliia Pliushch---1.0\n",
      "Visvanathan Ramesh---1.0\n",
      "Vaishaal Shankar---1.0\n",
      "Achal Dave---1.0\n",
      "Rebecca Roelofs---1.0\n",
      "Ben Recht---1.0\n",
      "Cosme Louart---1.0\n",
      "Xin WANG---1.0\n",
      "SiuMing Yiu---1.0\n",
      "Bingyuan Liu---1.0\n",
      "Yogesh Balaji---1.0\n",
      "Lingzhou Xue---1.0\n",
      "Wonryong Ryou---1.0\n",
      "Xiyuan Zhang---1.0\n",
      "Dilin Wang---1.0\n",
      "Lemeng Wu---1.0\n",
      "Jonathan Aigrain---1.0\n",
      "Marcin Detyniecki---1.0\n",
      "Paul M Scherer---1.0\n",
      "Najmeh Sadoughi---1.0\n",
      "Pengtao Xie---1.0\n",
      "Keizo Kato---1.0\n",
      "Jing Zhou---1.0\n",
      "Akira Nakagawa---1.0\n",
      "Benjamin Mitzkus---1.0\n",
      "Evgenia Rusak---1.0\n",
      "Oliver Bringmann---1.0\n",
      "Vijay Veerabadran---1.0\n",
      "Jordan Hoffmann---1.0\n",
      "Louis Maestrati---1.0\n",
      "Yoshihide Sawada---1.0\n",
      "Jean Michel Sellier---1.0\n",
      "Kuei-Tso Lee---1.0\n",
      "Sheng-Jyh Wang---1.0\n",
      "Dongsung Huh---1.0\n",
      "Ari Heljakka---1.0\n",
      "Yuxin Hou---1.0\n",
      "Arno Solin---1.0\n",
      "Jiun Bae---1.0\n",
      "Siavash Bigdeli---1.0\n",
      "Geng Lin---1.0\n",
      "Tiziano Portenier---1.0\n",
      "Andrea Dunbar---1.0\n",
      "Matthias Zwicker---1.0\n",
      "Israr Ul Haq---1.0\n",
      "Yoshinobu Kawahara---1.0\n",
      "Haotian Zhang---1.0\n",
      "Zongben Xu---1.0\n",
      "Kexin Zhao---1.0\n",
      "Hongyi Guo---1.0\n",
      "Xiongwei Wu---1.0\n",
      "Leah Bar---1.0\n",
      "Nir Sochen---1.0\n",
      "Javier Fernández---1.0\n",
      "Luke Bornn---1.0\n",
      "Mizanu Zelalem---1.0\n",
      "Million Meshesha (PhD)---1.0\n",
      "Yizhe Wu---1.0\n",
      "Sudhanshu Kasewa---1.0\n",
      "Oliver Groth---1.0\n",
      "Sasha Salter---1.0\n",
      "Li Sun---1.0\n",
      "Geraud Nangue Tasse---1.0\n",
      "Steven James---1.0\n",
      "Sergey A. Shuvaev---1.0\n",
      "Ngoc B. Tran---1.0\n",
      "Marcus Stephenson-Jones---1.0\n",
      "Alexei A. Koulakov---1.0\n",
      "Kaitao Song---1.0\n",
      "Hongzhi Liu---1.0\n",
      "Philip May---1.0\n",
      "Vitchyr H. Pong---1.0\n",
      "Steven Lin---1.0\n",
      "Ashvin Nair---1.0\n",
      "Shikhar Bahl---1.0\n",
      "Daniel McNamee---1.0\n",
      "Jeffrey Ling---1.0\n",
      "Zifei Shan---1.0\n",
      "Livio Baldini Soares---1.0\n",
      "Thibault Févry---1.0\n",
      "David Weiss---1.0\n",
      "Lisa Schut---1.0\n",
      "Qiang Sun---1.0\n",
      "Zhinan Cheng---1.0\n",
      "Wenxuan Wang---1.0\n",
      "Yu-Gang Jiang---1.0\n",
      "Hazar Yueksel---1.0\n",
      "Kush R. Varshney---1.0\n",
      "Brian Kingsbury---1.0\n",
      "Ronan Riochet---1.0\n",
      "Josef Sivic---1.0\n",
      "Ivan Laptev---1.0\n",
      "Emmanuel Dupoux---1.0\n",
      "Inseop Chung---1.0\n",
      "SeongUk Park---1.0\n",
      "Jean-Yves Franceschi---1.0\n",
      "Edouard Delasalles---1.0\n",
      "Sylvain Lamprier---1.0\n",
      "Luis A. Perez Rey---1.0\n",
      "Dmitri Jarnikov---1.0\n",
      "Mike Holenderski---1.0\n",
      "Zaccary Alperstein---1.0\n",
      "Artem Cherkasov---1.0\n",
      "Jason Rolfe---1.0\n",
      "Gregoire Morin---1.0\n",
      "Ryan Razani---1.0\n",
      "Eyyub Sari---1.0\n",
      "Erhan Bilal---1.0\n",
      "Raphael Gontijo Lopes---1.0\n",
      "Dong Yin---1.0\n",
      "Xinyue Chen---1.0\n",
      "Zijian Zhou---1.0\n",
      "Zheng Wang---1.0\n",
      "Che Wang---1.0\n",
      "Yanqiu Wu---1.0\n",
      "Qing Deng---1.0\n",
      "Keith Ross---1.0\n",
      "Zachary M. Ziegler---1.0\n",
      "Luke Melas-Kyriazi---1.0\n",
      "Sebastian Gehrmann---1.0\n",
      "Andreea Deac---1.0\n",
      "Yu-Hsiang Huang---1.0\n",
      "Petar Velickovic---1.0\n",
      "Lin Yuan---1.0\n",
      "Fetulhak Abdurahman---1.0\n",
      "Adityanarayanan Radhakrishnan---1.0\n",
      "Robin Vogel---1.0\n",
      "Mastane Achab---1.0\n",
      "Charles Tillier---1.0\n",
      "Stéphan Clémençon---1.0\n",
      "Nirbhay Modhe---1.0\n",
      "Prithvijit Chattopadhyay---1.0\n",
      "Sahil Singla---1.0\n",
      "Ramana Kumar---1.0\n",
      "Daiheng Gao---1.0\n",
      "Hehui Zhang---1.0\n",
      "Meng Wang---1.0\n",
      "Zhenzhi Wu---1.0\n",
      "Xuanlin Li---1.0\n",
      "Mohammad Hashir---1.0\n",
      "Lei Zhu---1.0\n",
      "Mei Hui Zhang---1.0\n",
      "Beng Chin Ooi---1.0\n",
      "Chang Yao---1.0\n",
      "Ronan Perry---1.0\n",
      "Tyler M. Tomita---1.0\n",
      "Jesse Patsolic---1.0\n",
      "Benjamin Falk---1.0\n",
      "Joshua Vogelstein---1.0\n",
      "Jeff A. Bilmes---1.0\n",
      "Ning-Chi Huang---1.0\n",
      "Huan-Jan Chou---1.0\n",
      "Kai-Chiang Wu---1.0\n",
      "Jack Parker-Holder---1.0\n",
      "Tamas Sarlos---1.0\n",
      "Deepali Jain---1.0\n",
      "Silviu Paun---1.0\n",
      "Juntao Yu---1.0\n",
      "Jon Chamberlain---1.0\n",
      "Massimo Poesio---1.0\n",
      "Akhilan Boopathy---1.0\n",
      "Lily Weng---1.0\n",
      "Renlong Jie---1.0\n",
      "Junbin Gao---1.0\n",
      "Andrey Vasnev---1.0\n",
      "Minh-Ngoc Tran---1.0\n",
      "David Silver---0.8\n",
      "Anirudh Goyal---0.8\n",
      "Joelle Pineau---0.8\n",
      "Eduard Hovy---0.8\n",
      "Ian Fischer---0.8\n",
      "Alex Lamb---0.8\n",
      "Bo Li---0.8\n",
      "Jian Tang---0.8\n",
      "Honglak Lee---0.75\n",
      "Sungjin Ahn---0.75\n",
      "John Schulman---0.75\n",
      "Tim Salimans---0.75\n",
      "Justin Gilmer---0.75\n",
      "Nicolas Le Roux---0.75\n",
      "Nicolas Usunier---0.75\n",
      "Sebastian Riedel---0.75\n",
      "Leon Bottou---0.75\n",
      "Michael Auli---0.75\n",
      "Trevor Darrell---0.75\n",
      "Alex X. Lee---0.75\n",
      "David Lopez-Paz---0.75\n",
      "Yang Liu---0.75\n",
      "Yisong Yue---0.75\n",
      "Chelsea Finn---0.75\n",
      "Jitendra Malik---0.75\n",
      "Yuandong Tian---0.75\n",
      "Amos Storkey---0.75\n",
      "Hai Li---0.75\n",
      "Ziyu Wang---0.75\n",
      "Fabio Viola---0.75\n",
      "Raia Hadsell---0.75\n",
      "Nitish Shirish Keskar---0.75\n",
      "Qiang Liu---0.75\n",
      "George Tucker---0.75\n",
      "Hado van Hasselt---0.75\n",
      "Matteo Hessel---0.75\n",
      "Hanxiao Liu---0.75\n",
      "Ivan Oseledets---0.75\n",
      "Shimon Whiteson---0.75\n",
      "Tao Qin---0.75\n",
      "Tie-Yan Liu---0.75\n",
      "Jinwoo Shin---0.75\n",
      "Boris Ginsburg---0.75\n",
      "Jun-Yan Zhu---0.75\n",
      "Minh-Thang Luong---0.75\n",
      "Jun Zhu---0.75\n",
      "Maruan Al-Shedivat---0.75\n",
      "Theophane Weber---0.75\n",
      "Rui Yan---0.75\n",
      "Dongyan Zhao---0.75\n",
      "Cho-Jui Hsieh---0.75\n",
      "Eunho Yang---0.75\n",
      "Sung Ju Hwang---0.75\n",
      "Tianyi Zhou---0.75\n",
      "Yannic Kilcher---0.75\n",
      "Adam Prügel-Bennett---0.75\n",
      "Sylvain Gelly---0.75\n",
      "Daniel Cremers---0.75\n",
      "Negar Rostamzadeh---0.75\n",
      "Juho Lee---0.75\n",
      "Tuo Zhao---0.75\n",
      "Yang Li---0.75\n",
      "Kyunghyun Cho---0.71\n",
      "Yoshua Bengio---0.67\n",
      "Dawn Song---0.67\n",
      "Quoc V. Le---0.67\n",
      "Levent Sagun---0.67\n",
      "Phil Blunsom---0.67\n",
      "Chris Dyer---0.67\n",
      "Lukasz Kaiser---0.67\n",
      "Philip Bachman---0.67\n",
      "Bing Xiang---0.67\n",
      "Ludovic Denoyer---0.67\n",
      "Sanjay Purushotham---0.67\n",
      "Raquel Urtasun---0.67\n",
      "Tom Schaul---0.67\n",
      "David Sussillo---0.67\n",
      "Weiran Wang---0.67\n",
      "Karen Livescu---0.67\n",
      "Anbang Yao---0.67\n",
      "Yurong Chen---0.67\n",
      "Mo Yu---0.67\n",
      "Christopher Pal---0.67\n",
      "Yoav Goldberg---0.67\n",
      "Edward Choi---0.67\n",
      "Itay Hubara---0.67\n",
      "Shie Mannor---0.67\n",
      "Daniel Jiwoong Im---0.67\n",
      "Jörn-Henrik Jacobsen---0.67\n",
      "Balaji Krishnamurthy---0.67\n",
      "Byoung-Tak Zhang---0.67\n",
      "Ishan Durugkar---0.67\n",
      "Yee Whye Teh---0.67\n",
      "Liam Paninski---0.67\n",
      "Abhishek Gupta---0.67\n",
      "Lei Yu---0.67\n",
      "Dale Schuurmans---0.67\n",
      "Zhuang Liu---0.67\n",
      "Kilian Q. Weinberger---0.67\n",
      "José Miguel Hernández-Lobato---0.67\n",
      "Afshin Rostamizadeh---0.67\n",
      "Zihang Dai---0.67\n",
      "Alexander A. Alemi---0.67\n",
      "David Krueger---0.67\n",
      "Stephan Gouws---0.67\n",
      "Anna Goldie---0.67\n",
      "Jiashi Feng---0.67\n",
      "Eric Price---0.67\n",
      "Chris Pal---0.67\n",
      "Yann Dauphin---0.67\n",
      "Li Fei-Fei---0.67\n",
      "Zichao Yang---0.67\n",
      "Andrea Vedaldi---0.67\n",
      "Tao Lin---0.67\n",
      "Tian Guo---0.67\n",
      "Rui Luo---0.67\n",
      "Randall Balestriero---0.67\n",
      "Marta Garnelo---0.67\n",
      "Wei Xu---0.67\n",
      "Stefan Lee---0.67\n",
      "Barnabas Poczos---0.67\n",
      "Po-Sen Huang---0.67\n",
      "Edouard Oyallon---0.67\n",
      "Zenglin Xu---0.67\n",
      "Zhihua Zhang---0.67\n",
      "Xiaolong Wang---0.67\n",
      "Armando Solar-Lezama---0.67\n",
      "Kevin Swersky---0.67\n",
      "James Zou---0.67\n",
      "Kun He---0.67\n",
      "Devansh Arpit---0.67\n",
      "Sander Bohte---0.67\n",
      "Been Kim---0.67\n",
      "Adam Lerer---0.67\n",
      "Kamyar Azizzadenesheli---0.67\n",
      "Matthew Hausknecht---0.67\n",
      "Serkan Cabi---0.67\n",
      "Karl Moritz Hermann---0.67\n",
      "Eric P. Xing---0.67\n",
      "Inderjit S. Dhillon---0.67\n",
      "Gregory Diamos---0.67\n",
      "Oleksii Kuchaiev---0.67\n",
      "Mingyan Liu---0.67\n",
      "Yu Wang---0.67\n",
      "Olexa Bilaniuk---0.67\n",
      "Aviv Tamar---0.67\n",
      "Andrea Gesmundo---0.67\n",
      "Navin Goyal---0.67\n",
      "Dan Horgan---0.67\n",
      "David Budden---0.67\n",
      "Shiyu Chang---0.67\n",
      "Eirikur Agustsson---0.67\n",
      "Radu Timofte---0.67\n",
      "S. M. Ali Eslami---0.67\n",
      "Aurelien Lucchi---0.67\n",
      "Olivier Bousquet---0.67\n",
      "Felix Wu---0.67\n",
      "Kilian Weinberger---0.67\n",
      "Alexandros G. Dimakis---0.67\n",
      "Mohammad Gheshlaghi Azar---0.67\n",
      "Wei Wei---0.67\n",
      "Nicholas Carlini---0.67\n",
      "J. Zico Kolter---0.67\n",
      "Ping Luo---0.67\n",
      "Voot Tangkaratt---0.67\n",
      "Yizhou Wang---0.67\n",
      "Bin Dong---0.67\n",
      "Zhangyang Wang---0.67\n",
      "Cyril Zhang---0.67\n",
      "Huishuai Zhang---0.67\n",
      "Ignasi Clavera---0.67\n",
      "Oleksandr Shchur---0.67\n",
      "Jure Leskovec---0.67\n",
      "Xiao Li---0.67\n",
      "Dongsoo Lee---0.67\n",
      "Peter Bailis---0.67\n",
      "Matei Zaharia---0.67\n",
      "Lars Buesing---0.67\n",
      "Elad Hazan---0.67\n",
      "Dami Choi---0.67\n",
      "Regina Barzilay---0.67\n",
      "Shafiq Joty---0.67\n",
      "Yan Zhang---0.67\n",
      "Jonathon Hare---0.67\n",
      "Shagun Sodhani---0.67\n",
      "Aleksander Madry---0.67\n",
      "Ludwig Schmidt---0.67\n",
      "Dimitris Tsipras---0.67\n",
      "Hung-Yi Lee---0.67\n",
      "Gregory Farquhar---0.67\n",
      "Yuxiong He---0.67\n",
      "Ashish Vaswani---0.67\n",
      "Yizhe Zhang---0.67\n",
      "Lawrence Carin---0.67\n",
      "Mike Lewis---0.67\n",
      "Bo Chen---0.67\n",
      "Mingyuan Zhou---0.67\n",
      "Timon Gehr---0.67\n",
      "Benjamin Eysenbach---0.67\n",
      "Daniela Rus---0.67\n",
      "Risto Miikkulainen---0.67\n",
      "Massimiliano Ciaramita---0.67\n",
      "Ke Wang---0.67\n",
      "Jaehong Yoon---0.67\n",
      "Saibal Mukhopadhyay---0.67\n",
      "Youssef Mroueh---0.67\n",
      "Michael Tschannen---0.67\n",
      "Ramakrishna Vedantam---0.67\n",
      "Bo Chang---0.67\n",
      "Lili Meng---0.67\n",
      "Jesse Engel---0.67\n",
      "Niru Maheswaranathan---0.67\n",
      "Jianming Zhang---0.67\n",
      "Laurence Aitchison---0.67\n",
      "Shaileshh Bojja Venkatakrishnan---0.67\n",
      "Mohammad Alizadeh---0.67\n",
      "Jinwen Ma---0.67\n",
      "Tianchen Zhao---0.67\n",
      "Ellie Pavlick---0.67\n",
      "Sebastian Tschiatschek---0.67\n",
      "Ankit B. Patel---0.67\n",
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      "Liwei Wang---0.6\n",
      "Payel Das---0.6\n"
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      "Chun-Shien Lu---0.5\n",
      "Mohammad Kachuee---0.5\n",
      "Orpaz Goldstein---0.5\n",
      "Kimmo Kärkkäinen---0.5\n",
      "Majid Sarrafzadeh---0.5\n",
      "Dongmian Zou---0.5\n",
      "Gilad Lerman---0.5\n",
      "Shubham Tulsiani---0.5\n",
      "Andrey Malinin---0.5\n",
      "Mark Gales---0.5\n",
      "Thomas Huang---0.5\n",
      "Juan Miguel Pino---0.5\n",
      "Zhuolin Yang---0.5\n",
      "Cody Coleman---0.5\n",
      "Stephen Mussmann---0.5\n",
      "Baharan Mirzasoleiman---0.5\n",
      "Hao Liu---0.5\n",
      "Robert Bamler---0.5\n",
      "Haowen Xu---0.5\n",
      "Weiyang Liu---0.5\n",
      "Nathan Inkawhich---0.5\n",
      "Yichi Zhou---0.5\n",
      "Harsh Shrivastava---0.5\n",
      "Mohit Sharma---0.5\n",
      "Sebastien Ehrhardt---0.5\n",
      "Guillermo Sapiro---0.5\n",
      "Jesse Zhang---0.5\n",
      "Shao-Hua Sun---0.5\n",
      "Chen Xing---0.5\n",
      "Mohit Iyyer---0.5\n",
      "Yaliang Li---0.5\n",
      "Yuan Li---0.5\n",
      "Aleksandra Faust---0.5\n",
      "Long Tian---0.5\n",
      "Zhengjue Wang---0.5\n",
      "Enhong Chen---0.5\n",
      "Sayna Ebrahimi---0.5\n",
      "Pei-Hsin Wang---0.5\n",
      "Jia-Yu Pan---0.5\n",
      "Yu-Ting Chen---0.5\n",
      "Da-Cheng Juan---0.5\n",
      "William Whitney---0.5\n",
      "Jeffrey L. McKinstry---0.5\n",
      "Steven K. Esser---0.5\n",
      "Rathinakumar Appuswamy---0.5\n",
      "Deepika Bablani---0.5\n",
      "Dharmendra S. Modha---0.5\n",
      "Christian Hansen---0.5\n",
      "Casper Hansen---0.5\n",
      "Stephen Alstrup---0.5\n",
      "Jakob Grue Simonsen---0.5\n",
      "Christina Lioma---0.5\n",
      "Yang Yang---0.5\n",
      "Kenneth Church---0.5\n",
      "Nikita Kitaev---0.5\n",
      "Philipp Becker---0.5\n",
      "Gerhard Neumann---0.5\n",
      "Hui Li---0.5\n",
      "Kailiang Hu---0.5\n",
      "Yuan Qi---0.5\n",
      "Haoming Jiang---0.5\n",
      "Zhehui Chen---0.5\n",
      "Michel Besserve---0.5\n",
      "Remy Sun---0.5\n",
      "Tristan Deleu---0.5\n",
      "Amartya Sanyal---0.5\n",
      "Philip H. Torr---0.5\n",
      "Ke Xu---0.5\n",
      "Xiao Zhang---0.5\n",
      "Wenhu Chen---0.5\n",
      "Ran El-Yaniv---0.5\n",
      "Yao Li---0.5\n",
      "Saeed Amizadeh---0.5\n",
      "Sergiy Matusevych---0.5\n",
      "Markus Weimer---0.5\n",
      "Nantas Nardelli---0.5\n",
      "Ping Tan---0.5\n",
      "Uri Alon---0.5\n",
      "Eran Yahav---0.5\n",
      "Lingfei Wu---0.5\n",
      "Nasim Rahaman---0.5\n",
      "Jian Li---0.5\n",
      "Mingda Chen---0.5\n",
      "George Papamakarios---0.5\n",
      "Geoffrey J. Gordon---0.5\n",
      "S. Shankar Sastry---0.5\n",
      "Lechao Xiao---0.5\n",
      "Claudiu Musat---0.5\n",
      "Thomas Bonald---0.5\n",
      "Shuai Li---0.5\n",
      "Julius Kunze---0.5\n",
      "Louis Kirsch---0.5\n",
      "Adam R. Kosiorek---0.5\n",
      "Te-Lin Wu---0.5\n",
      "Jingyun Yang---0.5\n",
      "Chen Change Loy---0.5\n",
      "Eric Zhan---0.5\n",
      "Lerrel Pinto---0.5\n",
      "Andrew K. Lampinen---0.5\n",
      "Thomas Miconi---0.5\n",
      "Peilin Zhao---0.5\n",
      "Zhongyu Wei---0.5\n",
      "Florian Buettner---0.5\n",
      "Zhi Xu---0.5\n",
      "Stamatios Georgoulis---0.5\n",
      "Hongwei Wang---0.5\n",
      "Peter Kairouz---0.5\n",
      "Karthik Narasimhan---0.5\n",
      "Hassan Foroosh---0.5\n",
      "Sebastian Caldas---0.5\n",
      "Jun Li---0.5\n",
      "Jia Li---0.5\n",
      "Yiping Lu---0.5\n",
      "Ken-ichi Kawarabayashi---0.5\n",
      "Colin Wei---0.5\n",
      "Luyu Wang---0.5\n",
      "Tom Le Paine---0.5\n",
      "Tobias Pfaff---0.5\n",
      "Matt Hoffman---0.5\n",
      "Daniel Gissin---0.5\n",
      "Guanghui Lan---0.5\n",
      "Sanghyun Hong---0.5\n",
      "Michael Davinroy---0.5\n",
      "Dana Dachman-Soled---0.5\n",
      "Caroline Uhler---0.5\n",
      "Lukas Mauch---0.5\n",
      "Aarti Singh---0.5\n",
      "Danijar Hafner---0.5\n",
      "Xinjiang Wang---0.5\n",
      "Wenqi Shao---0.5\n",
      "Todd Hester---0.5\n",
      "Paul Pu Liang---0.5\n",
      "Louis-Philippe Morency---0.5\n",
      "Mateja Jamnik---0.5\n",
      "Mirco Ravanelli---0.5\n",
      "Elise van der Pol---0.5\n",
      "Apratim Bhattacharyya---0.5\n",
      "Ali Shafahi---0.5\n",
      "Soheil Feizi---0.5\n",
      "Alexander S. Ecker---0.5\n",
      "Mozhi Zhang---0.5\n",
      "Chandan Singh---0.5\n",
      "Mikhail Yurochkin---0.5\n",
      "Yasaman Khazaeni---0.5\n",
      "Lingxi Xie---0.5\n",
      "Kaixuan Huang---0.5\n",
      "Daniel Durstewitz---0.5\n",
      "Ruoyu Sun---0.5\n",
      "Derek Nowrouzezahrai---0.5\n",
      "John Wright---0.5\n",
      "Zhao Song---0.5\n",
      "Duane Boning---0.5\n",
      "Jonathan Frankle---0.5\n",
      "Michael Carbin---0.5\n",
      "Jialian Li---0.5\n",
      "Hang Su---0.5\n",
      "Hannah Rashkin---0.5\n",
      "Vikram Nitin---0.5\n",
      "Tongzhou Mu---0.5\n",
      "Hao Su---0.5\n",
      "Xinyi Chen---0.5\n",
      "Craig Boutilier---0.5\n",
      "AJ Piergiovanni---0.5\n",
      "Michael S. Ryoo---0.5\n",
      "Yongxin Chen---0.5\n",
      "Shibani Santurkar---0.5\n",
      "Ting Chen---0.5\n",
      "Mario Lucic---0.5\n",
      "Monica Dinculescu---0.5\n",
      "Xuchan Bao---0.5\n",
      "Tal Linzen---0.5\n",
      "Octavian-Eugen Ganea---0.5\n",
      "Navid Azizan---0.5\n",
      "Babak Hassibi---0.5\n",
      "Alejandro Ribeiro---0.5\n",
      "Piotr Indyk---0.5\n",
      "Wengong Jin---0.5\n",
      "Kevin Yang---0.5\n",
      "Aaron van den Oord---0.5\n",
      "Matthias Hüser---0.5\n",
      "Gunnar Rätsch---0.5\n",
      "Jiawei He---0.5\n",
      "Yu Gong---0.5\n",
      "Anna Goldenberg---0.5\n",
      "Mohamed El Amine Seddik---0.5\n",
      "Mohamed Tamaazousti---0.5\n",
      "Romain Couillet---0.5\n",
      "Gagandeep Singh---0.5\n",
      "Bin Dai---0.5\n",
      "David Wipf---0.5\n",
      "Akihiro Matsukawa---0.5\n",
      "Pedro Savarese---0.5\n",
      "Zheng Ma---0.5\n",
      "Jaejun Yoo---0.5\n",
      "Zhiqing Sun---0.5\n",
      "Arslan Chaudhry---0.5\n",
      "Zico Kolter---0.5\n",
      "Nal Kalchbrenner---0.5\n",
      "Stephen Lin---0.5\n",
      "Junjie Yang---0.5\n",
      "Ard A. Louis---0.5\n",
      "Sander Dieleman---0.5\n",
      "Aranyak Mehta---0.5\n",
      "D. Sivakumar---0.5\n",
      "Stephen McAleer---0.5\n",
      "Wei Pan---0.5\n",
      "Augustus Odena---0.5\n",
      "Lingpeng Kong---0.5\n",
      "Walid Krichene---0.5\n",
      "Steffen Rendle---0.5\n",
      "John Anderson---0.5\n",
      "David Barrett---0.5\n",
      "Weili Nie---0.5\n",
      "Robert Geirhos---0.5\n",
      "Claudio Michaelis---0.5\n",
      "Minhao Cheng---0.5\n",
      "Yujia Li---0.5\n",
      "Jonathan Tompson---0.5\n",
      "Reinhard Heckel---0.5\n",
      "Huazhe Xu---0.5\n",
      "George Konidaris---0.5\n",
      "Bolei Zhou---0.5\n",
      "Ray Jiang---0.5\n",
      "Danilo J. Rezende---0.5\n",
      "Dacheng Tao---0.5\n",
      "Yichi Zhang---0.5\n",
      "Jamie Hayes---0.5\n",
      "Norman Casagrande---0.5\n",
      "Pan Xu---0.5\n",
      "Lin F. Yang---0.5\n",
      "Mingxing Tan---0.5\n",
      "Yue Wang---0.5\n",
      "Xin Jiang---0.5\n",
      "Yongyu Wang---0.5\n",
      "Zhiqiang Zhao---0.5\n",
      "Zhuo Feng---0.5\n",
      "Deniz Oktay---0.5\n",
      "Qiang Wang---0.5\n",
      "Zhao Zhong---0.5\n",
      "Bingyi Kang---0.5\n",
      "Saining Xie---0.5\n",
      "Oiwi Parker Jones---0.5\n",
      "Ingmar Posner---0.5\n",
      "Yu Rong---0.5\n",
      "Andrea Madotto---0.5\n",
      "Chao Chen---0.5\n",
      "Tianzong Zhang---0.5\n",
      "Wendelin Boehmer---0.5\n",
      "Eric Wong---0.5\n",
      "Gautam Singh---0.5\n",
      "Eric Mitchell---0.5\n",
      "Jingfei Du---0.5\n",
      "Veselin Stoyanov---0.5\n",
      "Jiahao Su---0.5\n",
      "Puneet K. Dokania---0.5\n",
      "Jingchao Ni---0.5\n",
      "Dongjin Song---0.5\n",
      "David Berthelot---0.5\n",
      "Ruoxi Jia---0.5\n",
      "Ziniu Hu---0.5\n",
      "Stanislav Fort---0.5\n",
      "Suraj Nair---0.5\n",
      "James L. McClelland---0.5\n",
      "Zuyue Fu---0.5\n",
      "Shunshi Zhang---0.5\n",
      "Jia Deng---0.5\n",
      "Runtian Zhai---0.5\n",
      "Chen Dan---0.5\n",
      "Fei Deng---0.5\n",
      "Janice Lan---0.5\n",
      "Harris Chan---0.5\n",
      "Hui Shi---0.5\n",
      "Jishen Zhao---0.5\n",
      "Michael Lingzhi Li---0.5\n",
      "Matthias Nießner---0.5\n",
      "Chongxuan Li---0.5\n",
      "Mohammad Ghavamzadeh---0.5\n",
      "Fabien Baradel---0.5\n",
      "Kuan-Chieh Wang---0.5\n",
      "Philipp Holl---0.5\n",
      "Yuu Jinnai---0.5\n",
      "Maha Elbayad---0.5\n",
      "Parthasarathy Ranganathan---0.5\n",
      "Milad Hashemi---0.5\n",
      "Junchi Yan---0.5\n",
      "Michael C. Mozer---0.5\n",
      "Noah Siegel---0.5\n",
      "Thomas Lampe---0.5\n",
      "Roland Hafner---0.5\n",
      "Guy Gur-Ari---0.5\n",
      "Jean-Baptiste Cordonnier---0.5\n",
      "Niv Giladi---0.5\n",
      "Yue Cao---0.5\n",
      "Jianye Hao---0.5\n",
      "Abhinav Shrivastava---0.5\n",
      "James Cheng---0.5\n",
      "Diane Bouchacourt---0.5\n",
      "Yu Chen---0.5\n",
      "Lucas Caccia---0.5\n",
      "Massimo Caccia---0.5\n",
      "Emmanouil Antonios Platanios---0.5\n",
      "Tom Mitchell---0.5\n",
      "Timothée Lacroix---0.5\n",
      "David Forsyth---0.5\n",
      "Congzheng Song---0.5\n",
      "Nils Thürey---0.5\n",
      "Parsa Saadatpanah---0.5\n",
      "Peng Zhang---0.5\n",
      "Piotr Kozakowski---0.5\n",
      "Łukasz Kaiser---0.5\n",
      "Afroz Mohiuddin---0.5\n",
      "Maria-Florina Balcan---0.5\n",
      "Paul Rolland---0.5\n",
      "Wenbo Gao---0.5\n",
      "Yuxiang Yang---0.5\n",
      "Aldo Pacchiano---0.5\n",
      "Xiaowei Wang---0.5\n",
      "Jianxin Ma---0.5\n",
      "Jingren Zhou---0.5\n",
      "Federico Tombari---0.5\n",
      "James Cross---0.5\n",
      "Olivier Bachem---0.5\n",
      "Akhil Kedia---0.5\n",
      "Sai Chetan Chinthakindi---0.5\n",
      "Seohyun Back---0.5\n",
      "Haejun Lee---0.5\n",
      "Yining Chen---0.5\n",
      "Christian Wolf---0.5\n",
      "Alex Bronstein---0.5\n",
      "Shikhar Vashishth---0.5\n",
      "Gaurav Singh Tomar---0.5\n",
      "Hongge Chen---0.5\n",
      "Jiajun Chen---0.5\n",
      "Mislav Balunovic---0.5\n",
      "Jongbin Ryu---0.5\n",
      "Jongwoo Lim---0.5\n",
      "Mikhail Belkin---0.5\n",
      "Sergey Levine---0.44\n",
      "Balaraman Ravindran---0.43\n",
      "Ben Poole---0.43\n",
      "Aaron Courville---0.42\n",
      "Pieter Abbeel---0.42\n",
      "Yan Duan---0.4\n",
      "Xi Chen---0.4\n",
      "Daniel Tarlow---0.4\n",
      "Yan Liu---0.4\n",
      "Pascal Vincent---0.4\n",
      "Edward Grefenstette---0.4\n",
      "Wang Ling---0.4\n",
      "Andrew Zisserman---0.4\n",
      "Lihong Li---0.4\n",
      "Nicolas Ballas---0.4\n",
      "Erich Elsen---0.4\n",
      "Moritz Hardt---0.4\n",
      "Tim Rocktäschel---0.4\n",
      "Xinyun Chen---0.4\n",
      "Dumitru Erhan---0.4\n",
      "Douwe Kiela---0.4\n",
      "Joshua B. Tenenbaum---0.4\n",
      "Charles Blundell---0.4\n",
      "Sijia Liu---0.4\n",
      "Xiao Wang---0.4\n",
      "Samy Bengio---0.38\n",
      "Abhinav Gupta---0.38\n",
      "William W. Cohen---0.33\n",
      "Joan Bruna---0.33\n",
      "Hugo Larochelle---0.33\n",
      "Shakir Mohamed---0.33\n",
      "Remi Munos---0.33\n",
      "Antoine Bordes---0.33\n",
      "Kristin Branson---0.33\n",
      "Bhuwan Dhingra---0.33\n",
      "Surya Ganguli---0.33\n",
      "James Bradbury---0.33\n",
      "Geoffrey Hinton---0.33\n",
      "Kundan Kumar---0.33\n",
      "Oriol Vinyals---0.33\n",
      "James Martens---0.33\n",
      "Takeru Miyato---0.33\n",
      "Barret Zoph---0.33\n",
      "Irina Higgins---0.33\n",
      "Jiahui Yu---0.33\n",
      "Carlos Florensa---0.33\n",
      "Angeliki Lazaridou---0.33\n",
      "Eric Nalisnick---0.33\n",
      "Peter O'Connor---0.33\n",
      "David M. Blei---0.33\n",
      "Chris J. Maddison---0.33\n",
      "Tero Karras---0.33\n",
      "Antonio Torralba---0.33\n",
      "Brian Cheung---0.33\n",
      "Jeff Bilmes---0.33\n",
      "Greg Yang---0.33\n",
      "Jost Tobias Springenberg---0.33\n",
      "Ilya Loshchilov---0.33\n",
      "Yuhuai Wu---0.33\n",
      "Pulkit Agrawal---0.33\n",
      "Tom Erez---0.33\n",
      "Adriana Romero---0.33\n",
      "Dzmitry Bahdanau---0.33\n",
      "Philemon Brakel---0.33\n",
      "Emilio Parisotto---0.33\n",
      "Tim Klinger---0.33\n",
      "Lisha Li---0.33\n",
      "Jaime G. Carbonell---0.33\n",
      "Samuli Laine---0.33\n",
      "Harrison Edwards---0.33\n",
      "Noam Shazeer---0.33\n",
      "Chong Wang---0.33\n",
      "Michael Maire---0.33\n",
      "Hao Wang---0.33\n",
      "Hubert Soyer---0.33\n",
      "Pramod Viswanath---0.33\n",
      "Tim Genewein---0.33\n",
      "Xuezhe Ma---0.33\n",
      "Alexey Dosovitskiy---0.33\n",
      "William Chan---0.33\n",
      "Christian Szegedy---0.33\n",
      "Klaus-Robert Müller---0.33\n",
      "Douglas Eck---0.33\n",
      "Yann N. Dauphin---0.33\n",
      "Rakshit Trivedi---0.33\n",
      "Brooks Paige---0.33\n",
      "Chun-Liang Li---0.33\n",
      "Weizhu Chen---0.33\n",
      "Xue Bin Peng---0.33\n",
      "Zachary C. Lipton---0.33\n",
      "Jianshu Chen---0.33\n",
      "Luke Vilnis---0.33\n",
      "Jake Snell---0.33\n",
      "Richard Zemel---0.33\n",
      "Kai-Wei Chang---0.33\n",
      "Igor Mordatch---0.33\n",
      "Pieter-Jan Kindermans---0.33\n",
      "Corentin Tallec---0.33\n",
      "Szymon Sidor---0.33\n",
      "Dmitriy Serdyuk---0.33\n",
      "Maximilian Igl---0.33\n",
      "Masanori Koyama---0.33\n",
      "Sandeep Subramanian---0.33\n",
      "Aleksandar Bojchevski---0.33\n",
      "Arno Onken---0.33\n",
      "Rong Ge---0.33\n",
      "Jean Kossaifi---0.33\n",
      "Martin Riedmiller---0.33\n",
      "Nicolas Courty---0.33\n",
      "Efstratios Gavves---0.33\n",
      "David Dohan---0.33\n",
      "Zsolt Kira---0.33\n",
      "R Devon Hjelm---0.33\n",
      "Sainbayar Sukhbaatar---0.33\n",
      "John Langford---0.33\n",
      "Asja Fischer---0.33\n",
      "William Fedus---0.33\n",
      "Felix Hill---0.33\n",
      "Marlos C. Machado---0.33\n",
      "Tom Goldstein---0.33\n",
      "Paul Vicol---0.33\n",
      "David Rolnick---0.33\n",
      "Jiri Hron---0.33\n",
      "Chongyang Tao---0.33\n",
      "Greg Wayne---0.33\n",
      "Devendra Singh Chaplot---0.33\n",
      "Valentin Khrulkov---0.33\n",
      "Konrad Kording---0.33\n",
      "Hervé Jégou---0.33\n",
      "Hongyuan Zha---0.33\n",
      "Shai Shalev-Shwartz---0.33\n",
      "Deva Ramanan---0.33\n",
      "Herke van Hoof---0.33\n",
      "Yingbin Liang---0.33\n",
      "Yao-Hung Hubert Tsai---0.33\n",
      "Nebojsa Jojic---0.33\n",
      "Sebastien Racaniere---0.33\n",
      "Jaehoon Lee---0.33\n",
      "Chunyuan Li---0.33\n",
      "Jinfeng Yi---0.33\n",
      "Milad Alizadeh---0.33\n",
      "David Duvenaud---0.33\n",
      "Sanjiv Kumar---0.33\n",
      "Jakob Uszkoreit---0.33\n",
      "Yedid Hoshen---0.33\n",
      "Shengjia Zhao---0.33\n",
      "Hao Zhang---0.33\n",
      "Xingjun Ma---0.33\n",
      "James Bailey---0.33\n",
      "Cenk Baykal---0.33\n",
      "Dan Feldman---0.33\n",
      "Neil Houlsby---0.33\n",
      "Philipp Hennig---0.33\n",
      "Yong Yu---0.33\n",
      "Yutian Chen---0.33\n",
      "Bin Yu---0.33\n",
      "Haichao Zhang---0.33\n",
      "Nicholas Rhinehart---0.33\n",
      "Tingwu Wang---0.33\n",
      "Gábor Melis---0.33\n",
      "Seong Joon Oh---0.33\n",
      "Bernt Schiele---0.33\n",
      "John Miller---0.33\n",
      "Alex Wang---0.33\n",
      "Samuel R. Bowman---0.33\n",
      "Chuan-Sheng Foo---0.33\n",
      "Liang Lin---0.33\n",
      "Xiangyi Chen---0.33\n",
      "Mingyi Hong---0.33\n",
      "Chen Sun---0.33\n",
      "Cheng Zhang---0.33\n",
      "Thien Huu Nguyen---0.33\n",
      "Wanli Ouyang---0.33\n",
      "Changyou Chen---0.33\n",
      "Philip Torr---0.33\n",
      "Jun Huan---0.33\n",
      "Richard Baraniuk---0.33\n",
      "Richard Turner---0.33\n",
      "Mohamed Elhoseiny---0.33\n",
      "Xu Tan---0.33\n",
      "Taiji Suzuki---0.33\n",
      "Xue Lin---0.33\n",
      "Kurt Shuster---0.33\n",
      "Minshuo Chen---0.33\n",
      "Yi Yang---0.33\n",
      "Kihyuk Sohn---0.33\n",
      "Anusha Nagabandi---0.33\n",
      "Hung Le---0.33\n",
      "Yun Fu---0.33\n",
      "Guodong Zhang---0.33\n",
      "Krishnamurthy (Dj) Dvijotham---0.33\n",
      "Sven Gowal---0.33\n",
      "Yingce Xia---0.33\n",
      "Ian Simon---0.33\n",
      "Curtis Hawthorne---0.33\n",
      "Wotao Yin---0.33\n",
      "Quanquan Gu---0.33\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ruosong Wang---0.33\n",
      "Xiang Ren---0.33\n",
      "Zhe Wang---0.33\n",
      "Pradeep Ravikumar---0.33\n",
      "Mingrui Liu---0.33\n",
      "Kun Xu---0.33\n",
      "Baoxin Li---0.33\n",
      "Josip Djolonga---0.33\n",
      "Jifeng Dai---0.33\n",
      "Guillaume Obozinski---0.33\n",
      "Jascha Sohl-Dickstein---0.25\n",
      "Zhilin Yang---0.25\n",
      "Alexander L. Gaunt---0.25\n",
      "Jing Jiang---0.25\n",
      "Timo Aila---0.25\n",
      "Sanjeev Arora---0.25\n",
      "Matthew Botvinick---0.25\n",
      "Jian Peng---0.25\n",
      "Josh Merel---0.25\n",
      "Bo Dai---0.25\n",
      "Samuel S. Schoenholz---0.25\n",
      "Nicolas Papernot---0.25\n",
      "Kelvin Xu---0.25\n",
      "Leonard Berrada---0.25\n",
      "W. James Murdoch---0.25\n",
      "Rishabh Singh---0.25\n",
      "James T. Kwok---0.25\n",
      "Zeming Lin---0.25\n",
      "Richard E. Turner---0.25\n",
      "Alan Yuille---0.25\n",
      "Adam Roberts---0.25\n",
      "Sanja Fidler---0.25\n",
      "Roman Novak---0.25\n",
      "Kris M. Kitani---0.25\n",
      "Stephen Clark---0.25\n",
      "Karen Simonyan---0.25\n",
      "Daniel Soudry---0.25\n",
      "Yi Zhou---0.25\n",
      "Jeffrey Pennington---0.25\n",
      "Percy Liang---0.25\n",
      "Daniel J. Mankowitz---0.25\n",
      "Angela Fan---0.25\n",
      "Dmitry Vetrov---0.25\n",
      "James Glass---0.25\n",
      "Wieland Brendel---0.25\n",
      "Zhuoran Yang---0.25\n",
      "Xingyou Song---0.25\n",
      "Max Welling---0.22\n",
      "Tengyu Ma---0.2\n",
      "Marc Brockschmidt---0.2\n",
      "Lior Wolf---0.2\n",
      "Stefano Soatto---0.2\n",
      "Arthur Szlam---0.2\n",
      "Frank Hutter---0.2\n",
      "Roger Grosse---0.2\n",
      "Shixiang Gu---0.2\n",
      "Demis Hassabis---0.2\n",
      "Will Dabney---0.2\n",
      "Huan Zhang---0.2\n",
      "Adam Santoro---0.2\n",
      "Razvan Pascanu---0.17\n",
      "Jason Weston---0.14\n"
     ]
    }
   ],
   "source": [
    "for author in rejectedBySubmitted.keys():\n",
    "    print(author+\"---\"+ str(round(rejectedBySubmitted[author],2) )  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "acceptedBySubmitted = {k: v for k, v in sorted(acceptedBySubmitted.items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zachary C. Lipton---1.67\n",
      "Felix Hill---1.67\n",
      "Martin Jaggi---1.67\n",
      "Richard Zemel---1.33\n",
      "Graham Neubig---1.33\n",
      "Koray Kavukcuoglu---1.0\n",
      "Jason Weston---1.0\n",
      "Quoc Le---1.0\n",
      "Volodymyr Mnih---1.0\n",
      "Tengyu Ma---1.0\n",
      "Andrew M. Dai---1.0\n",
      "Ian Goodfellow---1.0\n",
      "Shakir Mohamed---1.0\n",
      "Francesco Visin---1.0\n",
      "Shuohang Wang---1.0\n",
      "Kevin Murphy---1.0\n",
      "Alexander H. Miller---1.0\n",
      "Sumit Chopra---1.0\n",
      "Marc'Aurelio Ranzato---1.0\n",
      "Stephen Tyree---1.0\n",
      "Diederik P. Kingma---1.0\n",
      "Minjoon Seo---1.0\n",
      "Ali Farhadi---1.0\n",
      "Hannaneh Hajishirzi---1.0\n",
      "Arthur Szlam---1.0\n",
      "Roger Grosse---1.0\n",
      "James Bradbury---1.0\n",
      "Stephen Merity---1.0\n",
      "Misha Denil---1.0\n",
      "Edward Grefenstette---1.0\n",
      "Ofir Nachum---1.0\n",
      "M. Pawan Kumar---1.0\n",
      "Edouard Grave---1.0\n",
      "Armand Joulin---1.0\n",
      "Nicolas Usunier---1.0\n",
      "Lucas Theis---1.0\n",
      "Wenzhe Shi---1.0\n",
      "Ferenc Huszár---1.0\n",
      "Ping Tak Peter Tang---1.0\n",
      "Shixiang Gu---1.0\n",
      "Nicolas Ballas---1.0\n",
      "Song Han---1.0\n",
      "Huizi Mao---1.0\n",
      "Erich Elsen---1.0\n",
      "William J. Dally---1.0\n",
      "Ishaan Gulrajani---1.0\n",
      "Nicolas Heess---1.0\n",
      "Vincent Dumoulin---1.0\n",
      "Martin Arjovsky---1.0\n",
      "Dougal J. Sutherland---1.0\n",
      "Hsiao-Yu Tung---1.0\n",
      "Heiko Strathmann---1.0\n",
      "Soumyajit De---1.0\n",
      "Aaditya Ramdas---1.0\n",
      "Alex Smola---1.0\n",
      "Arthur Gretton---1.0\n",
      "Sanjeev Arora---1.0\n",
      "Yingyu Liang---1.0\n",
      "Xingyi Li---1.0\n",
      "Fuxin Li---1.0\n",
      "Raviv Raich---1.0\n",
      "Minmin Chen---1.0\n",
      "Ruben Villegas---1.0\n",
      "Jimei Yang---1.0\n",
      "Seunghoon Hong---1.0\n",
      "Xunyu Lin---1.0\n",
      "Gabriel Loaiza-Ganem *---1.0\n",
      "Yuanjun Gao *---1.0\n",
      "John P. Cunningham---1.0\n",
      "Irina Higgins---1.0\n",
      "Loic Matthey---1.0\n",
      "Arka Pal---1.0\n",
      "Christopher Burgess---1.0\n",
      "Xavier Glorot---1.0\n",
      "Matthew Botvinick---1.0\n",
      "Alexander Lerchner---1.0\n",
      "Karen Ullrich---1.0\n",
      "Edward Meeds---1.0\n",
      "Yingzhen Yang---1.0\n",
      "Jiahui Yu---1.0\n",
      "Jianchao Yang---1.0\n",
      "Thomas S. Huang---1.0\n",
      "Brendan O'Donoghue---1.0\n",
      "Sébastien Racaniere---1.0\n",
      "Alexander Peysakhovich---1.0\n",
      "Marco Baroni---1.0\n",
      "Padhraic Smyth---1.0\n",
      "Peter O'Connor---1.0\n",
      "Jeff Donahue---1.0\n",
      "Philipp Krähenbühl---1.0\n",
      "Trevor Darrell---1.0\n",
      "Y-Lan Boureau---1.0\n",
      "Daniel D. Johnson---1.0\n",
      "Maxime Oquab---1.0\n",
      "Marcin Moczulski---1.0\n",
      "Aahitagni Mukherjee---1.0\n",
      "Chengtao Li---1.0\n",
      "Nate Kushman---1.0\n",
      "Klaus Greff---1.0\n",
      "Rupesh K. Srivastava---1.0\n",
      "Jürgen Schmidhuber---1.0\n",
      "Kyoung-Woon On---1.0\n",
      "Woosang Lim---1.0\n",
      "Jeonghee Kim---1.0\n",
      "Jung-Woo Ha---1.0\n",
      "Yaniv Taigman---1.0\n",
      "Adam Polyak---1.0\n",
      "Hakan Inan---1.0\n",
      "Khashayar Khosravi---1.0\n",
      "Jonathon Cai---1.0\n",
      "Ian Gemp---1.0\n",
      "Sridhar Mahadevan---1.0\n",
      "Wilka Carvalho---1.0\n",
      "Ziang Xie---1.0\n",
      "Sida I. Wang---1.0\n",
      "Daniel Lévy---1.0\n",
      "Aiming Nie---1.0\n",
      "Dan Jurafsky---1.0\n",
      "Andrew Y. Ng---1.0\n",
      "Matthew D. Hoffman---1.0\n",
      "Rif A. Saurous---1.0\n",
      "Eugene Brevdo---1.0\n",
      "Junyoung Chung---1.0\n",
      "Frank S.He---1.0\n",
      "Jian Peng---1.0\n",
      "Junbo Zhao---1.0\n",
      "Michael Mathieu---1.0\n",
      "Mengye Ren---1.0\n",
      "Renjie Liao---1.0\n",
      "Fabian H. Sinz---1.0\n",
      "Richard S. Zemel---1.0\n",
      "Bradly C Stadie---1.0\n",
      "Andriy Mnih---1.0\n",
      "Yee Whye Teh---1.0\n",
      "Pavlo Molchanov---1.0\n",
      "Eyrun Eyjolfsdottir---1.0\n",
      "Pietro Perona---1.0\n",
      "Chelsea Finn---1.0\n",
      "Justin Fu---1.0\n",
      "Pratik Chaudhari---1.0\n",
      "Anna Choromanska---1.0\n",
      "Carlo Baldassi---1.0\n",
      "Christian Borgs---1.0\n",
      "Jennifer Chayes---1.0\n",
      "Riccardo Zecchina---1.0\n",
      "David Alvarez-Melis---1.0\n",
      "Tommi S. Jaakkola---1.0\n",
      "Michael Chang---1.0\n",
      "Tomer Ullman---1.0\n",
      "Antonio Torralba---1.0\n",
      "Joshua Tenenbaum---1.0\n",
      "Aravind Lakshminarayanan---1.0\n",
      "Mitesh M. Khapra---1.0\n",
      "Prasanna P---1.0\n",
      "Eleanor Batty---1.0\n",
      "Nora Brackbill---1.0\n",
      "Alexander Heitman---1.0\n",
      "Alexander Sher---1.0\n",
      "Alan Litke---1.0\n",
      "E.J. Chichilnisky---1.0\n",
      "Jianwei Yang---1.0\n",
      "Devi Parikh---1.0\n",
      "Prafulla Dhariwal---1.0\n",
      "David Warde-Farley---1.0\n",
      "Eric Weiss---1.0\n",
      "Ye Yuan---1.0\n",
      "Junjie Hu---1.0\n",
      "Aniruddha Kembhavi---1.0\n",
      "Sewon Min---1.0\n",
      "Haoran Cai---1.0\n",
      "William Noble---1.0\n",
      "Gregor Urban---1.0\n",
      "Krzysztof J. Geras---1.0\n",
      "Samira Ebrahimi Kahou---1.0\n",
      "Ozlem Aslan---1.0\n",
      "Abdelrahman Mohamed---1.0\n",
      "Matt Richardson---1.0\n",
      "Hanjun Dai---1.0\n",
      "Bo Dai---1.0\n",
      "Yan-Ming Zhang---1.0\n",
      "Alexander Rush---1.0\n",
      "Ivan Ustyuzhaninov *---1.0\n",
      "Wieland Brendel *---1.0\n",
      "Leon Gatys---1.0\n",
      "Matthias Bethge---1.0\n",
      "Mikael Henaff---1.0\n",
      "Yuxin Wu---1.0\n",
      "Yuandong Tian---1.0\n",
      "Timothy Dozat---1.0\n",
      "Christopher D. Manning---1.0\n",
      "Aaron Klein---1.0\n",
      "Stefan Falkner---1.0\n",
      "Jost Tobias Springenberg---1.0\n",
      "Samuel S. Schoenholz---1.0\n",
      "Hao Li---1.0\n",
      "Igor Durdanovic---1.0\n",
      "Hanan Samet---1.0\n",
      "Hans Peter Graf---1.0\n",
      "Pavol Bielik---1.0\n",
      "Veselin Raychev---1.0\n",
      "Abhishek Gupta---1.0\n",
      "YuXuan Liu---1.0\n",
      "Yuri Burda---1.0\n",
      "C. Daniel Freeman---1.0\n",
      "Sina Honari---1.0\n",
      "Aravind Rajeswaran---1.0\n",
      "Sarvjeet Ghotra---1.0\n",
      "Taco S. Cohen---1.0\n",
      "Tejas D Kulkarni---1.0\n",
      "Tom Erez---1.0\n",
      "Peter Battaglia---1.0\n",
      "Lei Yu---1.0\n",
      "Dani Yogatama---1.0\n",
      "Martín Abadi---1.0\n",
      "Úlfar Erlingsson---1.0\n",
      "Kunal Talwar---1.0\n",
      "Pierre Luc Carrier---1.0\n",
      "Tristan Sylvain---1.0\n",
      "Alex Auvolat---1.0\n",
      "Etienne Dejoie---1.0\n",
      "Marc-André Legault---1.0\n",
      "Marie-Pierre Dubé---1.0\n",
      "Julie G. Hussin---1.0\n",
      "Akash Srivastava---1.0\n",
      "Charles Sutton---1.0\n",
      "Maximilian Karl---1.0\n",
      "Maximilian Soelch---1.0\n",
      "Justin Bayer---1.0\n",
      "Shiyu Liang---1.0\n",
      "R. Srikant---1.0\n",
      "Max Jaderberg---1.0\n",
      "Joel Z Leibo---1.0\n",
      "Dale Schuurmans---1.0\n",
      "Tong Che---1.0\n",
      "Yanran Li---1.0\n",
      "Athul Jacob---1.0\n",
      "Ryan Lowe---1.0\n",
      "Johannes Ballé---1.0\n",
      "Valero Laparra---1.0\n",
      "Eero P. Simoncelli---1.0\n",
      "Yixuan Li---1.0\n",
      "Geoff Pleiss---1.0\n",
      "Sham Kakade---1.0\n",
      "Jasmine Collins---1.0\n",
      "Aravind S. Lakshminarayanan---1.0\n",
      "Wanjia He---1.0\n",
      "Rishabh Singh---1.0\n",
      "Dengyong Zhou---1.0\n",
      "Aurko Roy---1.0\n",
      "Jason Tyler Rolfe---1.0\n",
      "Xiaoxiao Guo---1.0\n",
      "Clemens Rosenbaum---1.0\n",
      "Joseph P. Bigus---1.0\n",
      "Murray Campbell---1.0\n",
      "Ban Kawas---1.0\n",
      "Kartik Talamadupula---1.0\n",
      "Gerry Tesauro---1.0\n",
      "Satinder   Singh---1.0\n",
      "Yacine Jernite---1.0\n",
      "Tomas Mikolov---1.0\n",
      "Stefan Depeweg---1.0\n",
      "José Miguel Hernández-Lobato---1.0\n",
      "Finale Doshi-Velez---1.0\n",
      "Steffen Udluft---1.0\n",
      "Mohammad Babaeizadeh---1.0\n",
      "Jason Clemons---1.0\n",
      "Tsendsuren Munkhdalai---1.0\n",
      "Hong Yu---1.0\n",
      "Martin Abadi---1.0\n",
      "Andrew McCallum---1.0\n",
      "Dario Amodei---1.0\n",
      "Lu Hou---1.0\n",
      "Giulia DeSalvo---1.0\n",
      "Soumith Chintala---1.0\n",
      "Andrew Cunningham---1.0\n",
      "Sachin Ravi---1.0\n",
      "Jongsoo Park---1.0\n",
      "Sheng Li---1.0\n",
      "Pradeep Dubey---1.0\n",
      "William Lotter---1.0\n",
      "Gabriel Kreiman---1.0\n",
      "David Cox---1.0\n",
      "Noam Shazeer---1.0\n",
      "*Azalia Mirhoseini---1.0\n",
      "*Krzysztof Maziarz---1.0\n",
      "Andy Davis---1.0\n",
      "Jeff Dean---1.0\n",
      "Timothy Lillicrap---1.0\n",
      "Zoubin Ghahramani---1.0\n",
      "Richard E. Turner---1.0\n",
      "César Laurent---1.0\n",
      "Çağlar Gülçehre---1.0\n",
      "Nadav Cohen---1.0\n",
      "Amnon Shashua---1.0\n",
      "Yiwen Guo---1.0\n",
      "Lin Xu---1.0\n",
      "Jeff Pool---1.0\n",
      "Enhao Gong---1.0\n",
      "Shijian Tang---1.0\n",
      "Peter Vajda---1.0\n",
      "Manohar Paluri---1.0\n",
      "John Tran---1.0\n",
      "Chong Wang---1.0\n",
      "John Paisley---1.0\n",
      "Ronen Basri---1.0\n",
      "David W. Jacobs---1.0\n",
      "Jacob Goldberger---1.0\n",
      "Ehud Ben-Reuven---1.0\n",
      "Soroush Mehri---1.0\n",
      "Shubham Jain---1.0\n",
      "Jose Sotelo---1.0\n",
      "Gustav Larsson---1.0\n",
      "Gregory Shakhnarovich---1.0\n",
      "Yoojin Choi---1.0\n",
      "Mostafa El-Khamy---1.0\n",
      "Jungwon Lee---1.0\n",
      "Chiyuan Zhang---1.0\n",
      "Akshay Balsubramani---1.0\n",
      "Jessica B. Hamrick---1.0\n",
      "Andrew J. Ballard---1.0\n",
      "Peter W. Battaglia---1.0\n",
      "Arash Ardakani---1.0\n",
      "Carlo Condo---1.0\n",
      "Warren J. Gross---1.0\n",
      "Zihang Dai---1.0\n",
      "Amjad Almahairi---1.0\n",
      "Bowen Baker---1.0\n",
      "Otkrist Gupta---1.0\n",
      "Nikhil Naik---1.0\n",
      "Ramesh Raskar---1.0\n",
      "Eric Jang---1.0\n",
      "Adrien Ali Taiga---1.0\n",
      "David Vazquez---1.0\n",
      "Xingyu Lin---1.0\n",
      "Zhihao Li---1.0\n",
      "Ziyu Wang---1.0\n",
      "Victor Bapst---1.0\n",
      "Jimmy Ba---1.0\n",
      "Piotr Mirowski---1.0\n",
      "Andy Ballard---1.0\n",
      "Andrea Banino---1.0\n",
      "Ross Goroshin---1.0\n",
      "Laurent Sifre---1.0\n",
      "Dharshan Kumaran---1.0\n",
      "Rudy Bunel---1.0\n",
      "Chenzhuo Zhu---1.0\n",
      "Priyank Jaini---1.0\n",
      "Zhitang Chen---1.0\n",
      "Pablo Carbajal---1.0\n",
      "Edith Law---1.0\n",
      "Laura Middleton---1.0\n",
      "Kayla Regan---1.0\n",
      "Mike Schaekermann---1.0\n",
      "George Trimponias---1.0\n",
      "James Tung---1.0\n",
      "Pascal Poupart---1.0\n",
      "Shubho Sengupta---1.0\n",
      "Andrew Brock---1.0\n",
      "Theodore Lim---1.0\n",
      "J.M. Ritchie---1.0\n",
      "Nick Weston---1.0\n",
      "Thomas N. Kipf---1.0\n",
      "Moshe Looks---1.0\n",
      "Marcello Herreshoff---1.0\n",
      "DeLesley Hutchins---1.0\n",
      "Peter Norvig---1.0\n",
      "James von Brecht---1.0\n",
      "Ishmael Belghazi---1.0\n",
      "Casper Kaae Sønderby---1.0\n",
      "Jose Caballero---1.0\n",
      "Zhouhan Lin---1.0\n",
      "Minwei Feng---1.0\n",
      "Jiaqi Mu---1.0\n",
      "Suma Bhat---1.0\n",
      "Jan Hendrik Metzen---1.0\n",
      "Volker Fischer---1.0\n",
      "Bastian Bischoff---1.0\n",
      "Michał Daniluk---1.0\n",
      "Johannes Welbl---1.0\n",
      "Aaron Wetzler---1.0\n",
      "Luke Metz---1.0\n",
      "David Pfau---1.0\n",
      "Yoon Kim---1.0\n",
      "Carl Denton---1.0\n",
      "Luong Hoang---1.0\n",
      "David Ha---1.0\n",
      "Yingkai Gao---1.0\n",
      "Zhiting Hu---1.0\n",
      "Yaoliang Yu---1.0\n",
      "Yuntian Deng---1.0\n",
      "Victor Zhong---1.0\n",
      "Luisa M Zintgraf---1.0\n",
      "Taco S Cohen---1.0\n",
      "Tameem Adel---1.0\n",
      "Laurent Dinh---1.0\n",
      "Alexey Dosovitskiy---1.0\n",
      "Vladlen Koltun---1.0\n",
      "Samuel L. Smith---1.0\n",
      "David H. P. Turban---1.0\n",
      "Steven Hamblin---1.0\n",
      "Nils Y. Hammerla---1.0\n",
      "Sergey Zagoruyko---1.0\n",
      "Nikos Komodakis---1.0\n",
      "Loris Bazzani---1.0\n",
      "Janos Kramar---1.0\n",
      "Mohammad Pezeshki---1.0\n",
      "Anirudh  Goyal---1.0\n",
      "Alexey Kurakin---1.0\n",
      "Ian J. Goodfellow---1.0\n",
      "Jonathon Shlens---1.0\n",
      "Manjunath Kudlur---1.0\n",
      "Kirthevasan Kandasamy---1.0\n",
      "Yoram Bachrach---1.0\n",
      "David Carter---1.0\n",
      "Guillaume Berger---1.0\n",
      "Roland Memisevic---1.0\n",
      "Hang Qi---1.0\n",
      "Evan R. Sparks---1.0\n",
      "Dheevatsa Mudigere---1.0\n",
      "Jorge Nocedal---1.0\n",
      "Mikhail Smelyanskiy---1.0\n",
      "Jacek M. Bajor---1.0\n",
      "Thomas A. Lasko---1.0\n",
      "Wentao Huang---1.0\n",
      "Kechen Zhang---1.0\n",
      "Guillem Cucurull---1.0\n",
      "Tian Zhao---1.0\n",
      "Xiao Bing Huang---1.0\n",
      "Yu Cao---1.0\n",
      "Yanpei Liu---1.0\n",
      "Werner Zellinger---1.0\n",
      "Thomas Grubinger---1.0\n",
      "Edwin Lughofer---1.0\n",
      "Thomas Natschläger---1.0\n",
      "Susanne Saminger-Platz---1.0\n",
      "Haizi Yu---1.0\n",
      "Lav R. Varshney---1.0\n",
      "Andrej Karpathy---1.0\n",
      "Cezary Kaliszyk---1.0\n",
      "François Chollet---1.0\n",
      "Yossi Adi---1.0\n",
      "Einat Kermany---1.0\n",
      "Yonatan Belinkov---1.0\n",
      "Ofer Lavi---1.0\n",
      "Michael Auli---1.0\n",
      "Qiang Liu---1.0\n",
      "Cheng-Zhi Anna Huang---1.0\n",
      "Xiaojie Jin---1.0\n",
      "Frank Wood---1.0\n",
      "Bo Li---1.0\n",
      "Roman Novak---1.0\n",
      "Douwe Kiela---1.0\n",
      "Alistair Muldal---1.0\n",
      "Yuval Tassa---1.0\n",
      "Yingzhen Li---1.0\n",
      "Trapit Bansal---1.0\n",
      "Mihaela van der Schaar---1.0\n",
      "Maximilian Igl---1.0\n",
      "Vikash Kumar---1.0\n",
      "Moustapha Cisse---1.0\n",
      "Karl Tuyls---1.0\n",
      "Masanori Koyama---1.0\n",
      "Sandeep Subramanian---1.0\n",
      "Christopher J Pal---1.0\n",
      "Alex Graves---1.0\n",
      "Guillaume Lample---1.0\n",
      "Alexis Conneau---1.0\n",
      "Asit Mishra---1.0\n",
      "Debbie Marr---1.0\n",
      "Martin Riedmiller---1.0\n",
      "Kostas Daniilidis---1.0\n",
      "Sameer Singh---1.0\n",
      "Laurens van der Maaten---1.0\n",
      "Yi Zhou---1.0\n",
      "Nathan Srebro---1.0\n",
      "David Budden---1.0\n",
      "Yoshitaka Ushiku---1.0\n",
      "Tatsuya Harada---1.0\n",
      "Yasaman Bahri---1.0\n",
      "Jeffrey Pennington---1.0\n",
      "Ben Goodrich---1.0\n",
      "Aidan N. Gomez---1.0\n",
      "Byron Boots---1.0\n",
      "Percy Liang---1.0\n",
      "Prateek Jain---1.0\n",
      "Jonas Rauber *---1.0\n",
      "Bojian Yin---1.0\n",
      "Marleen Balvert---1.0\n",
      "Alexander Schoenhuth---1.0\n",
      "Emmanuel de Bezenac---1.0\n",
      "Arthur Pajot---1.0\n",
      "Feiwen Zhu---1.0\n",
      "Michael Andersch---1.0\n",
      "Jeremy Appleyard---1.0\n",
      "Fung Xie---1.0\n",
      "Zohar Ringel---1.0\n",
      "Rodrigo Andrade de Bem---1.0\n",
      "Ozan Sener---1.0\n",
      "Konrad Zolna---1.0\n",
      "Dendi Suhubdy---1.0\n",
      "Mikołaj Bińkowski---1.0\n",
      "Michael Arbel---1.0\n",
      "Yishu Miao---1.0\n",
      "Gabor Melis---1.0\n",
      "Adhiguna Kuncoro---1.0\n",
      "Brandon Amos---1.0\n",
      "Thomas Rothörl---1.0\n",
      "Sergio Gómez Colmenarejo---1.0\n",
      "Mikhail Khodak---1.0\n",
      "Nikunj Saunshi---1.0\n",
      "Kiran Vodrahalli---1.0\n",
      "William Fedus---1.0\n",
      "William Falcon---1.0\n",
      "Henning Schulzrinne---1.0\n",
      "Xu Chen---1.0\n",
      "Jiang Wang---1.0\n",
      "Hao Ge---1.0\n",
      "Kevin T. Feigelis---1.0\n",
      "Blue Sheffer---1.0\n",
      "Cuong V. Nguyen---1.0\n",
      "Thang D. Bui---1.0\n",
      "Nicolas Sonnerat---1.0\n",
      "Christopher P Burgess---1.0\n",
      "Matko Bošnjak---1.0\n",
      "Seyed-Mohsen Moosavi-Dezfooli---1.0\n",
      "Alhussein Fawzi---1.0\n",
      "Omar Fawzi---1.0\n",
      "Bo Zong---1.0\n",
      "Qi Song---1.0\n",
      "Wei Cheng---1.0\n",
      "Cristian Lumezanu---1.0\n",
      "Daeki Cho---1.0\n",
      "Haifeng Chen---1.0\n",
      "Hieu Pham---1.0\n",
      "Benoit Steiner---1.0\n",
      "Katrina Evtimova---1.0\n",
      "Andrew Drozdov---1.0\n",
      "Hyeji Kim---1.0\n",
      "Yihan Jiang---1.0\n",
      "Ranvir B. Rana---1.0\n",
      "Sreeram Kannan---1.0\n",
      "Chulhee Yun---1.0\n",
      "Suvrit Sra---1.0\n",
      "Ali Jadbabaie---1.0\n",
      "James Jordon---1.0\n",
      "Abhay Yadav---1.0\n",
      "Sohil Shah---1.0\n",
      "Zheng Xu---1.0\n",
      "David Jacobs---1.0\n",
      "Tom Goldstein---1.0\n",
      "Paulius Micikevicius---1.0\n",
      "Jonah Alben---1.0\n",
      "David Garcia---1.0\n",
      "Michael Houston---1.0\n",
      "Ganesh Venkatesh---1.0\n",
      "Quan Hoang---1.0\n",
      "Tu Dinh Nguyen---1.0\n",
      "Trung Le---1.0\n",
      "Dinh Phung---1.0\n",
      "Travis Williams---1.0\n",
      "Robert Li---1.0\n",
      "Tuan Anh Le---1.0\n",
      "Tom Rainforth---1.0\n",
      "Tom Jin---1.0\n",
      "Shiv Shankar*---1.0\n",
      "Vihari Piratla*---1.0\n",
      "Soumen Chakrabarti---1.0\n",
      "Siddhartha Chaudhuri---1.0\n",
      "Sunita Sarawagi---1.0\n",
      "Dibya Ghosh---1.0\n",
      "Avi Singh---1.0\n",
      "Hongyi Zhang---1.0\n",
      "Jianqiang Yao---1.0\n",
      "Zhouchen Lin---1.0\n",
      "Yuanbin Cao---1.0\n",
      "Zhirong Wang---1.0\n",
      "Hongbin Zha---1.0\n",
      "Xingyu Liu---1.0\n",
      "Stanisław Jastrzebski---1.0\n",
      "Vikas Verma---1.0\n",
      "Sae-Young Chung---1.0\n",
      "Yujun Lin---1.0\n",
      "Bill Dally---1.0\n",
      "Yeming Wen---1.0\n",
      "Max Tegmark---1.0\n",
      "Guillaume Bellec---1.0\n",
      "David Kappel---1.0\n",
      "Wolfgang Maass---1.0\n",
      "Robert Legenstein---1.0\n",
      "Tengfei Ma---1.0\n",
      "Cao Xiao---1.0\n",
      "Alexander G. de G. Matthews---1.0\n",
      "Jiri Hron---1.0\n",
      "Mark Rowland---1.0\n",
      "Cian Eastwood---1.0\n",
      "Quanfu Fan---1.0\n",
      "William R. Zame---1.0\n",
      "Thomas Brox---1.0\n",
      "Yan Wu---1.0\n",
      "Greg Wayne---1.0\n",
      "Toshiki Kataoka---1.0\n",
      "Cathy Wu---1.0\n",
      "Alexandre M Bayen---1.0\n",
      "Alexander Novikov---1.0\n",
      "Rémi Leblond---1.0\n",
      "Jean-Baptiste Alayrac---1.0\n",
      "Anton Osokin---1.0\n",
      "Simon Lacoste-Julien---1.0\n",
      "Chris Ying---1.0\n",
      "Romain Paulus---1.0\n",
      "Manuel Molano-Mazon---1.0\n",
      "Eugenio Piasini*---1.0\n",
      "Stefano Panzeri*---1.0\n",
      "Gavin Weiguang Ding---1.0\n",
      "Kry Yik-Chau Lui---1.0\n",
      "Ruitong Huang---1.0\n",
      "Yichen Gong---1.0\n",
      "Heng Luo---1.0\n",
      "Jian Zhang---1.0\n",
      "Zana Rashidi---1.0\n",
      "Adam C. Earle---1.0\n",
      "Andrew M. Saxe---1.0\n",
      "Ozsel Kilinc---1.0\n",
      "Ismail Uysal---1.0\n",
      "Dave Janz---1.0\n",
      "Jos van der Westhuizen---1.0\n",
      "Matt Kusner---1.0\n",
      "Sjoerd van Steenkiste---1.0\n",
      "Lifu Tu---1.0\n",
      "Jiaxin Shi---1.0\n",
      "Shengyang Sun---1.0\n",
      "Hervé Jégou---1.0\n",
      "Jonas Köhler---1.0\n",
      "Jiachen Yang---1.0\n",
      "Xiaojing Ye---1.0\n",
      "Huan Xu---1.0\n",
      "Hongyuan Zha---1.0\n",
      "Aleksandar Botev---1.0\n",
      "David Barber---1.0\n",
      "Tao Xu---1.0\n",
      "Xiaodong He---1.0\n",
      "Saumya Jetley---1.0\n",
      "Nicholas A. Lord---1.0\n",
      "Namhoon Lee---1.0\n",
      "Philip H. S. Torr---1.0\n",
      "Karol Hausman---1.0\n",
      "Matt Johnson---1.0\n",
      "Ke Zhai---1.0\n",
      "Amir Globerson---1.0\n",
      "Eran Malach---1.0\n",
      "Eric Martin---1.0\n",
      "Chris Cundy---1.0\n",
      "Saran Tunyasuvunakool---1.0\n",
      "Hsin-Yuan Huang---1.0\n",
      "Mélanie Ducoffe---1.0\n",
      "Carlos Esteves---1.0\n",
      "Christine Allen-Blanchette---1.0\n",
      "Xiaowei Zhou---1.0\n",
      "Haozhu Wang---1.0\n",
      "Mario Figueiredo---1.0\n",
      "Guneet S. Dhillon---1.0\n",
      "Jeremy D. Bernstein---1.0\n",
      "Zhengli Zhao---1.0\n",
      "Dheeru Dua---1.0\n",
      "Ignasi Clavera---1.0\n",
      "Mayank Rana---1.0\n",
      "Aayush Bansal---1.0\n",
      "Yaser Sheikh---1.0\n",
      "Deva Ramanan---1.0\n",
      "Shuang Wu---1.0\n",
      "Guoqi Li---1.0\n",
      "Luping Shi---1.0\n",
      "Mostafa Dehghani---1.0\n",
      "Arash Mehrjou---1.0\n",
      "Jaap Kamps---1.0\n",
      "Wasi Uddin Ahmad---1.0\n",
      "Hongning Wang---1.0\n",
      "Raphael Feraud---1.0\n",
      "Alexandre Passos---1.0\n",
      "Geoffrey E. Hinton---1.0\n",
      "Soroosh Khoram---1.0\n",
      "Jing Li---1.0\n",
      "Jan Achterhold---1.0\n",
      "Jan Mathias Koehler---1.0\n",
      "Anke Schmeink---1.0\n",
      "Matthias Reisser---1.0\n",
      "Jacopo Cavazza---1.0\n",
      "Yoav Levine---1.0\n",
      "David Yakira---1.0\n",
      "Vasilis Syrgkanis---1.0\n",
      "Haoyang Zeng---1.0\n",
      "H. Brendan McMahan---1.0\n",
      "Daniel Ramage---1.0\n",
      "Yingbin Liang---1.0\n",
      "Yao-Hung Hubert Tsai---1.0\n",
      "Geoffrey E Hinton---1.0\n",
      "Sara Sabour---1.0\n",
      "Nicholas Frosst---1.0\n",
      "Mark Fisher---1.0\n",
      "Behnam Neyshabur---1.0\n",
      "Srinadh Bhojanapalli---1.0\n",
      "Abhishek Kumar---1.0\n",
      "Avinash Balakrishnan---1.0\n",
      "Andrew Jaegle---1.0\n",
      "Stephen Phillips---1.0\n",
      "Daphne Ippolito---1.0\n",
      "Tao Shen---1.0\n",
      "Yen-Chang Hsu---1.0\n",
      "Zhaoyang Lv---1.0\n",
      "John Quan---1.0\n",
      "Daehyun Ahn---1.0\n",
      "Taesu Kim---1.0\n",
      "Pierce I. Chuang---1.0\n",
      "Jae-Joon Kim---1.0\n",
      "Spyros Gidaris---1.0\n",
      "Praveer Singh---1.0\n",
      "Roy Fox---1.0\n",
      "Sanjay Krishnan---1.0\n",
      "Ken Goldberg---1.0\n",
      "Ion Stoica---1.0\n",
      "Zhiguo Wang---1.0\n",
      "Nikolay Savinov---1.0\n",
      "Kangwook Lee---1.0\n",
      "Hoon Kim---1.0\n",
      "Changho Suh---1.0\n",
      "Yang Fan---1.0\n",
      "Fei Tian---1.0\n",
      "Xiang-Yang Li---1.0\n",
      "Yuji Tokozume---1.0\n",
      "Yang Song---1.0\n",
      "Taesup Kim---1.0\n",
      "Lars Buesing---1.0\n",
      "Nishal P Shah---1.0\n",
      "Sasidhar Madugula---1.0\n",
      "EJ Chichilnisky---1.0\n",
      "Yoram Singer---1.0\n",
      "Adam Klivans---1.0\n",
      "Nikhil Mishra---1.0\n",
      "Mostafa Rohaninejad---1.0\n",
      "Zimo Li---1.0\n",
      "Shuangjiu Xiao---1.0\n",
      "Chong He---1.0\n",
      "Zeng Huang---1.0\n",
      "Jiatao Gu---1.0\n",
      "Victor O.K. Li---1.0\n",
      "Jaehoon Lee---1.0\n",
      "Khashayar Rohanimanesh---1.0\n",
      "Yinlam Chow---1.0\n",
      "Chris Vigorito---1.0\n",
      "Michael Kahane---1.0\n",
      "Derik Pridmore---1.0\n",
      "Thorsten Joachims---1.0\n",
      "Maarten de Rijke---1.0\n",
      "Theo Lim---1.0\n",
      "Hao Liu*---1.0\n",
      "Yihao Feng*---1.0\n",
      "Yi Mao---1.0\n",
      "Heerad Farkhoor---1.0\n",
      "Rosanne Liu---1.0\n",
      "Jason Yosinski---1.0\n",
      "Lior Fox---1.0\n",
      "Leshem Choshen---1.0\n",
      "Yonatan Loewenstein---1.0\n",
      "Tsui-Wei Weng*---1.0\n",
      "Huan Zhang*---1.0\n",
      "Pin-Yu Chen---1.0\n",
      "Jinfeng Yi---1.0\n",
      "Dong Su---1.0\n",
      "Yupeng Gao---1.0\n",
      "Athul Paul Jacob---1.0\n",
      "Gerry Che---1.0\n",
      "Thierry Artières---1.0\n",
      "Ilya Tolstikhin---1.0\n",
      "Vivien Seguy---1.0\n",
      "Bharath Bhushan Damodaran---1.0\n",
      "Remi Flamary---1.0\n",
      "Antoine Rolet---1.0\n",
      "Mathieu Blondel---1.0\n",
      "Pouya Samangouei---1.0\n",
      "Maya Kabkab---1.0\n",
      "Rama Chellappa---1.0\n",
      "Ilya Kostrikov---1.0\n",
      "Sahil Sharma*---1.0\n",
      "Ashutosh Kumar Jha*---1.0\n",
      "Parikshit S Hegde---1.0\n",
      "Andrew Michael Saxe---1.0\n",
      "Yamini Bansal---1.0\n",
      "Joel Dapello---1.0\n",
      "Madhu Advani---1.0\n",
      "Artemy Kolchinsky---1.0\n",
      "Brendan Daniel Tracey---1.0\n",
      "David Daniel Cox---1.0\n",
      "Sungyong Seo---1.0\n",
      "Arash Mohegh---1.0\n",
      "George Ban-Weiss---1.0\n",
      "Xiang Wei---1.0\n",
      "Boqing Gong---1.0\n",
      "Zixia Liu---1.0\n",
      "Wei Lu---1.0\n",
      "Liqiang Wang---1.0\n",
      "Hal Daumé III---1.0\n",
      "Amr Sharaf---1.0\n",
      "Jacob Buckman---1.0\n",
      "Colin Raffel---1.0\n",
      "Will Grathwohl---1.0\n",
      "Geoff Roeder---1.0\n",
      "David Duvenaud---1.0\n",
      "Chung-Cheng Chiu*---1.0\n",
      "Colin Raffel*---1.0\n",
      "Yikang Shen---1.0\n",
      "Chin-wei Huang---1.0\n",
      "Dhruva TB---1.0\n",
      "Danlu Chen---1.0\n",
      "Tianhong Li---1.0\n",
      "Angus Galloway---1.0\n",
      "Medhat Moussa---1.0\n",
      "Tomer Galanti---1.0\n",
      "Sagie Benaim---1.0\n",
      "Dipankar Das---1.0\n",
      "Naveen Mellempudi---1.0\n",
      "Dhiraj Kalamkar---1.0\n",
      "Sasikanth Avancha---1.0\n",
      "Kunal Banerjee---1.0\n",
      "Srinivas Sridharan---1.0\n",
      "Karthik Vaidyanathan---1.0\n",
      "Bharat Kaul---1.0\n",
      "Evangelos Georganas---1.0\n",
      "Alexander Heinecke---1.0\n",
      "Jesus Corbal---1.0\n",
      "Nikita Shustrov---1.0\n",
      "Roma Dubtsov---1.0\n",
      "Evarist Fomenko---1.0\n",
      "Vadim Pirogov---1.0\n",
      "Yan Zhang---1.0\n",
      "Jonathon Hare---1.0\n",
      "Logan Engstrom---1.0\n",
      "Oran Shayer---1.0\n",
      "Ethan Fetaya---1.0\n",
      "Marco Ancona---1.0\n",
      "Enea Ceolini---1.0\n",
      "Cengiz Öztireli---1.0\n",
      "Markus Gross---1.0\n",
      "Eleni Triantafillou---1.0\n",
      "Mor Shpigel Nacson---1.0\n",
      "Arbaaz Khan---1.0\n",
      "Clark Zhang---1.0\n",
      "Nikolay Atanasov---1.0\n",
      "Konstantinos Karydis---1.0\n",
      "Vijay Kumar---1.0\n",
      "Daniel D. Lee---1.0\n",
      "Francois Chollet---1.0\n",
      "Yanyao Shen---1.0\n",
      "Hyokun Yun---1.0\n",
      "Yakov Kronrod---1.0\n",
      "Pablo Sprechmann---1.0\n",
      "Siddhant M. Jayakumar---1.0\n",
      "Jack W. Rae---1.0\n",
      "Alexander Pritzel---1.0\n",
      "Adria Puigdomenech Badia---1.0\n",
      "Benigno Uria---1.0\n",
      "Cheng Xie---1.0\n",
      "Paul Cernek---1.0\n",
      "Michiel Van de Panne---1.0\n",
      "Guanghao Luo---1.0\n",
      "Dian Chen---1.0\n",
      "Yide Shentu---1.0\n",
      "Aleksander Wieczorek*---1.0\n",
      "Mario Wieser*---1.0\n",
      "Damian Murezzan---1.0\n",
      "Volker Roth---1.0\n",
      "Tanmay Gangwani---1.0\n",
      "Aleksander Madry---1.0\n",
      "Aleksandar Makelov---1.0\n",
      "Dimitris Tsipras---1.0\n",
      "Adrian Vladu---1.0\n",
      "Alexandre Péré---1.0\n",
      "Sébastien Forestier---1.0\n",
      "Pierre-Yves Oudeyer---1.0\n",
      "Thomas Möllenhoff---1.0\n",
      "Michael Moeller---1.0\n",
      "Saizheng Zhang---1.0\n",
      "Jack Urbanek---1.0\n",
      "Will Feng---1.0\n",
      "Alexander Miller---1.0\n",
      "Albert Shaw---1.0\n",
      "Niao He---1.0\n",
      "Víctor Campos---1.0\n",
      "Brendan Jou---1.0\n",
      "Xavier Giró-i-Nieto---1.0\n",
      "Jordi Torres---1.0\n",
      "Florian Tramèr---1.0\n",
      "Dan Boneh---1.0\n",
      "Patrick McDaniel---1.0\n",
      "Sashank J. Reddi---1.0\n",
      "Satyen Kale---1.0\n",
      "Sanjiv Kumar---1.0\n",
      "Chris Donahue---1.0\n",
      "Julian McAuley---1.0\n",
      "Michael Tsang---1.0\n",
      "Dehua Cheng---1.0\n",
      "Yaguang Li---1.0\n",
      "Rose Yu---1.0\n",
      "Cyrus Shahabi---1.0\n",
      "chao qiao---1.0\n",
      "bo huang---1.0\n",
      "guocheng niu---1.0\n",
      "daren li---1.0\n",
      "daxiang dong---1.0\n",
      "wei he---1.0\n",
      "dianhai yu---1.0\n",
      "hua wu---1.0\n",
      "Jiayuan Mao---1.0\n",
      "Honghua Dong---1.0\n",
      "Joseph J. Lim---1.0\n",
      "Fang Liu---1.0\n",
      "Bin Hu---1.0\n",
      "Aman Sinha---1.0\n",
      "Hongseok Namkoong---1.0\n",
      "John Duchi---1.0\n",
      "Jakob Uszkoreit---1.0\n",
      "Lawrence Carin---1.0\n",
      "Emin Orhan---1.0\n",
      "Xaq Pitkow---1.0\n",
      "Joao Felipe Santos---1.0\n",
      "Jiaming Song---1.0\n",
      "Krzysztof Choromanski---1.0\n",
      "Carlton Downey---1.0\n",
      "Kai Chen---1.0\n",
      "Phillip Isola---1.0\n",
      "Hao Zhang---1.0\n",
      "Mingyuan Zhou---1.0\n",
      "Mark D. McDonnell---1.0\n",
      "David Folqué---1.0\n",
      "Vijayaraghavan Murali---1.0\n",
      "Letao Qi---1.0\n",
      "Swarat Chaudhuri---1.0\n",
      "Chris Jermaine---1.0\n",
      "Tianmin Shu---1.0\n",
      "Yisen Wang---1.0\n",
      "Sarah M. Erfani---1.0\n",
      "Sudanthi Wijewickrema---1.0\n",
      "Grant Schoenebeck---1.0\n",
      "Michael E. Houle---1.0\n",
      "Georgios Arvanitidis---1.0\n",
      "Søren Hauberg---1.0\n",
      "Ashish Bora---1.0\n",
      "Wu Lin---1.0\n",
      "Nicolas Hubacher---1.0\n",
      "Jakub Pachocki---1.0\n",
      "Julian Ibarz---1.0\n",
      "Han Zhang---1.0\n",
      "Ben Athiwaratkun---1.0\n",
      "Andrew Gordon Wilson---1.0\n",
      "Roger Grosse.---1.0\n",
      "Elliot Meyerson---1.0\n",
      "Simon S. Du---1.0\n",
      "Kuniaki Saito---1.0\n",
      "Samuel L. Smith and Quoc V. Le---1.0\n",
      "Wojciech Gajewski---1.0\n",
      "Wei Wang.---1.0\n",
      "Ashish Khetan---1.0\n",
      "Audrunas Gruslys---1.0\n",
      "Marc Bellemare---1.0\n",
      "Zhiming Zhou---1.0\n",
      "Han Cai---1.0\n",
      "Shu Rong---1.0\n",
      "Yuxuan Song---1.0\n",
      "Kan Ren---1.0\n",
      "Yong Yu---1.0\n",
      "Alexander Trott---1.0\n",
      "Sitao Huang---1.0\n",
      "Scott Reed---1.0\n",
      "Aäron van den Oord---1.0\n",
      "Fabrizio Pedersoli---1.0\n",
      "George Tzanetakis---1.0\n",
      "Rui Shu---1.0\n",
      "Hung Bui---1.0\n",
      "Hirokazu Narui---1.0\n",
      "Or Sharir---1.0\n",
      "Atilim Gunes Baydin---1.0\n",
      "David Martinez Rubio---1.0\n",
      "Mark Schmidt---1.0\n",
      "Haonan Yu---1.0\n",
      "Nicholas Rhinehart---1.0\n",
      "Fares Beainy---1.0\n",
      "Matthias Plappert---1.0\n",
      "Tamim Asfour---1.0\n",
      "Marcin Andrychowicz---1.0\n",
      "Henning Petzka---1.0\n",
      "Denis Lukovnikov---1.0\n",
      "Aditi Raghunathan---1.0\n",
      "Jacob Steinhardt---1.0\n",
      "Petar Veličković---1.0\n",
      "Arantxa Casanova---1.0\n",
      "Pietro Liò---1.0\n",
      "Chrisantha Fernando---1.0\n",
      "Rahul Kidambi---1.0\n",
      "Cihang Xie---1.0\n",
      "Jianyu Wang---1.0\n",
      "Zhishuai Zhang---1.0\n",
      "Zhou Ren---1.0\n",
      "Thomas Unterthiner---1.0\n",
      "Bernhard Nessler---1.0\n",
      "Calvin Seward---1.0\n",
      "Günter Klambauer---1.0\n",
      "Martin Heusel---1.0\n",
      "Hubert Ramsauer---1.0\n",
      "Sepp Hochreiter---1.0\n",
      "Jianbo Ye---1.0\n",
      "Xin Lu---1.0\n",
      "James Z. Wang---1.0\n",
      "Ronald Kemker---1.0\n",
      "Christopher Kanan---1.0\n",
      "Ari S. Morcos---1.0\n",
      "David G.T. Barrett---1.0\n",
      "Neil C. Rabinowitz---1.0\n",
      "Erin Grant---1.0\n",
      "Thomas Griffiths---1.0\n",
      "Ashwin Kalyan---1.0\n",
      "Abhishek Mohta---1.0\n",
      "Oleksandr Polozov---1.0\n",
      "Sumit Gulwani---1.0\n",
      "Eliya Nachmani---1.0\n",
      "Steven Skiena---1.0\n",
      "Sicong Huang---1.0\n",
      "Ivan Zhang---1.0\n",
      "Bryan M. Li---1.0\n",
      "Muhammad Osama---1.0\n",
      "Ilya Mironov---1.0\n",
      "Ananth Raghunathan---1.0\n",
      "Christos Louizos---1.0\n",
      "Jeongtae Lee---1.0\n",
      "Swabha Swayamdipta---1.0\n",
      "Ankur P. Parikh---1.0\n",
      "William Fedus*---1.0\n",
      "Mihaela Rosca*---1.0\n",
      "Kris Cao---1.0\n",
      "Marc Lanctot---1.0\n",
      "Victor Garcia Satorras---1.0\n",
      "Joan Bruna Estrach---1.0\n",
      "Vadim Popov---1.0\n",
      "Mikhail Kudinov---1.0\n",
      "Irina Piontkovskaya---1.0\n",
      "Petr Vytovtov---1.0\n",
      "Alex Nevidomsky---1.0\n",
      "Shankar Krishnan---1.0\n",
      "Ying Xiao---1.0\n",
      "Rif. A. Saurous---1.0\n",
      "Christopher J. Cueva---1.0\n",
      "Xue-Xin Wei---1.0\n",
      "Katie Luo---1.0\n",
      "Wen Sun---1.0\n",
      "Tom Sercu---1.0\n",
      "Anant Raj---1.0\n",
      "Yu Cheng---1.0\n",
      "Evan Zheran Liu---1.0\n",
      "Kelvin Guu---1.0\n",
      "Panupong Pasupat---1.0\n",
      "Tianlin Shi---1.0\n",
      "Amitabh Basu---1.0\n",
      "Poorya Mianjy---1.0\n",
      "Alexander G. Anderson---1.0\n",
      "Cory P. Berg---1.0\n",
      "Robert Torfason---1.0\n",
      "Andrej Risteski---1.0\n",
      "Sergio Valcarcel Macua---1.0\n",
      "Javier Zazo---1.0\n",
      "Santiago Zazo---1.0\n",
      "Peter J. Liu*---1.0\n",
      "Mohammad Saleh*---1.0\n",
      "Etienne Pot---1.0\n",
      "Ryan Sepassi---1.0\n",
      "Tingwu Wang---1.0\n",
      "Antonio Polino---1.0\n",
      "Rajarshi Das---1.0\n",
      "Shehzaad Dhuliawala---1.0\n",
      "Akshay Krishnamurthy---1.0\n",
      "Emiel Hoogeboom---1.0\n",
      "Vitchyr Pong*---1.0\n",
      "Shixiang Gu*---1.0\n",
      "Richard Evans---1.0\n",
      "David Saxton---1.0\n",
      "David Amos---1.0\n",
      "Forough Arabshahi---1.0\n",
      "David Minnen---1.0\n",
      "Saurabh Singh---1.0\n",
      "Sung Jin Hwang---1.0\n",
      "Nick Johnston---1.0\n",
      "Uri Shaham---1.0\n",
      "Kelly Stanton---1.0\n",
      "Henry Li---1.0\n",
      "Boaz Nadler---1.0\n",
      "Yuval Kluger---1.0\n",
      "Jonathan Huang---1.0\n",
      "Eldad Haber---1.0\n",
      "David Begert---1.0\n",
      "Xu He---1.0\n",
      "Herbert Jaeger---1.0\n",
      "Murat Kocaoglu---1.0\n",
      "Christopher Snyder---1.0\n",
      "Jesse Engel---1.0\n",
      "Drew A. Hudson---1.0\n",
      "Max Augustin---1.0\n",
      "Bernt Schiele---1.0\n",
      "Jacob Menick---1.0\n",
      "Ian Osband---1.0\n",
      "Shane Legg---1.0\n",
      "Roy H. Campbell---1.0\n",
      "Antoine Bosselut---1.0\n",
      "Ari Holtzman---1.0\n",
      "Corin Ennis---1.0\n",
      "Dieter Fox---1.0\n",
      "Yejin Choi---1.0\n",
      "Gonzalo Mena---1.0\n",
      "David Belanger---1.0\n",
      "Scott Linderman---1.0\n",
      "Youngjin Kim---1.0\n",
      "Minjung Kim---1.0\n",
      "Gunhee Kim---1.0\n",
      "Miltiadis Allamanis---1.0\n",
      "Mahmoud Khademi---1.0\n",
      "Tomás Angles---1.0\n",
      "Stéphane Mallat---1.0\n",
      "Andreas Krause---1.0\n",
      "Mikel Artetxe---1.0\n",
      "Gorka Labaka---1.0\n",
      "Eneko Agirre---1.0\n",
      "Andrew Gibiansky---1.0\n",
      "Ajay Kannan---1.0\n",
      "Jonathan Raiman---1.0\n",
      "Eriko Nurvitadhi---1.0\n",
      "Jeffrey J Cook---1.0\n",
      "Matt D. Hoffman---1.0\n",
      "Ronen Tamari---1.0\n",
      "Jo-Yu Liao---1.0\n",
      "Jiajun Wu---1.0\n",
      "William T. Freeman---1.0\n",
      "Tinne Tuytelaars---1.0\n",
      "Amanpreet Singh---1.0\n",
      "Angela Fan---1.0\n",
      "Yu Bai---1.0\n",
      "Thomas Dietterich---1.0\n",
      "Alexei Baevski---1.0\n",
      "Georgios Piliouras---1.0\n",
      "Chiyu Max Jiang---1.0\n",
      "Jingwei Huang---1.0\n",
      "Philip Marcus---1.0\n",
      "Matthias Niessner---1.0\n",
      "Sirui Xie---1.0\n",
      "Chunxiao Liu---1.0\n",
      "Kai Y. Xiao---1.0\n",
      "Vincent Tjeng---1.0\n",
      "Alexandre Galashov---1.0\n",
      "Leonard Hasenclever---1.0\n",
      "Dhruva Tirumala---1.0\n",
      "Jonathan Schwarz---1.0\n",
      "Haichuan Yang---1.0\n",
      "Siqi Liu---1.0\n",
      "Thore Graepel---1.0\n",
      "Chuang Gan---1.0\n",
      "Arun Ahuja---1.0\n",
      "Vu Pham---1.0\n",
      "Yonglong Tian---1.0\n",
      "Zhanglin Peng---1.0\n",
      "Ali Razavi---1.0\n",
      "Arsenii Ashukha---1.0\n",
      "Katja Hofmann---1.0\n",
      "Kumar Krishna Agrawal---1.0\n",
      "Guodong Zhang---1.0\n",
      "Krishnamurthy (Dj) Dvijotham---1.0\n",
      "Guang-He Lee---1.0\n",
      "Russ Tedrake---1.0\n",
      "Sven Gowal---1.0\n",
      "Charbel Sakr---1.0\n",
      "Naresh Shanbhag---1.0\n",
      "Manmohan Chandraker---1.0\n",
      "Heiga Zen---1.0\n",
      "Truyen Tran---1.0\n",
      "Svetha Venkatesh---1.0\n",
      "Zhiyuan Li---1.0\n",
      "Jacob Andreas---1.0\n",
      "Vinicius Zambaldi---1.0\n",
      "Benjamin Marlin---1.0\n",
      "Adam Poliak---1.0\n",
      "R Thomas McCoy---1.0\n",
      "Jerry Ma---1.0\n",
      "Denis Yarats---1.0\n",
      "Tetsuya Yohira---1.0\n",
      "Junxian He---1.0\n",
      "Daniel Spokoyny---1.0\n",
      "Taylor Berg-Kirkpatrick---1.0\n",
      "Pourchot---1.0\n",
      "Sigaud---1.0\n",
      "Sangwoo Moon---1.0\n",
      "David Hostallero---1.0\n",
      "Wan Ju Kang---1.0\n",
      "Taeyoung Lee---1.0\n",
      "William La Cava---1.0\n",
      "Tilak Raj Singh---1.0\n",
      "James Taggart---1.0\n",
      "Srinivas Suri---1.0\n",
      "Jason H. Moore---1.0\n",
      "Mantas Mazeika---1.0\n",
      "Yunchao Liu---1.0\n",
      "Zheng Wu---1.0\n",
      "Antreas Antoniou---1.0\n",
      "Sebastian Flennerhag---1.0\n",
      "Pablo G. Moreno---1.0\n",
      "Neil D. Lawrence---1.0\n",
      "Andreas Damianou---1.0\n",
      "Per Karlsson---1.0\n",
      "Joshua B Tenenbaum---1.0\n",
      "Vitalii Zhelezniak---1.0\n",
      "Aleksandar Savkov---1.0\n",
      "April Shen---1.0\n",
      "Francesco Moramarco---1.0\n",
      "Jack Flann---1.0\n",
      "Matteo Rovere---1.0\n",
      "Panayotis Mertikopoulos---1.0\n",
      "Maxime Chevalier-Boisvert---1.0\n",
      "Salem Lahlou---1.0\n",
      "Lucas Willems---1.0\n",
      "Chitwan Saharia---1.0\n",
      "Anurag Koul---1.0\n",
      "Alan Fern---1.0\n",
      "Sam Greydanus---1.0\n",
      "Zachary Kenton---1.0\n",
      "Shawn Tan---1.0\n",
      "Ari Benjamin---1.0\n",
      "Marko Vasic---1.0\n",
      "Petros Maniatis---1.0\n",
      "David Bieber---1.0\n",
      "Hongyang Li---1.0\n",
      "Shaoshuai Shi---1.0\n",
      "Xiang Jiang---1.0\n",
      "Mohammad Havaei---1.0\n",
      "Farshid Varno---1.0\n",
      "Gabriel Chartrand---1.0\n",
      "Nicolas Chapados---1.0\n",
      "Stan Matwin---1.0\n",
      "Yukun Ding---1.0\n",
      "Jinglan Liu---1.0\n",
      "Jinjun Xiong---1.0\n",
      "Yiyu Shi---1.0\n",
      "Luca Bertinetto---1.0\n",
      "Lucas Liebenwein---1.0\n",
      "Igor Gilitschenski---1.0\n",
      "Javier Fernández-Marqués---1.0\n",
      "Nicholas D. Lane---1.0\n",
      "Soheil Kolouri---1.0\n",
      "Phillip E. Pope---1.0\n",
      "Charles E. Martin---1.0\n",
      "Gustavo K. Rohde---1.0\n",
      "Karthik Kashinath---1.0\n",
      "Tinghui Zhou---1.0\n",
      "Florian Mai---1.0\n",
      "Lukas Galke---1.0\n",
      "Ansgar Scherp---1.0\n",
      "Shubham Tulsiani---1.0\n",
      "Linjie Yang---1.0\n",
      "Ning Xu---1.0\n",
      "Hehui Zheng---1.0\n",
      "Gauthier Gidel---1.0\n",
      "Hugo Berard---1.0\n",
      "Gaëtan Vignoud---1.0\n",
      "Quan Vuong---1.0\n",
      "Zhenjia Xu*---1.0\n",
      "Zhijian Liu*---1.0\n",
      "Xingjian Li---1.0\n",
      "Hanchao Wang---1.0\n",
      "Yuxuan Rao---1.0\n",
      "Liping Liu---1.0\n",
      "Alex Fedorov---1.0\n",
      "Samuel Lavoie-Marchildon---1.0\n",
      "Phil Bachman---1.0\n",
      "Frederick A. Matsen IV---1.0\n",
      "Nur Muhammad (Mahi) Shafiullah---1.0\n",
      "John Bradshaw---1.0\n",
      "Matt J. Kusner---1.0\n",
      "Marwin H. S. Segler---1.0\n",
      "John Ingraham---1.0\n",
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      "Chris Sander---1.0\n",
      "Debora Marks---1.0\n",
      "Jose Oramas---1.0\n",
      "Kaili Wang---1.0\n",
      "Sheng Jia---1.0\n",
      "Jamie Ryan Kiros---1.0\n",
      "Jianan Li---1.0\n",
      "Aaron Hertzmann---1.0\n",
      "Tingfa Xu---1.0\n",
      "Quynh Nguyen---1.0\n",
      "Mahesh Chandra Mukkamala---1.0\n",
      "Matthias Hein---1.0\n",
      "Masahiro Kato---1.0\n",
      "Takeshi Teshima---1.0\n",
      "Junya Honda---1.0\n",
      "Yandong Wen---1.0\n",
      "Mahmoud Al Ismail---1.0\n",
      "Joern-Henrik Jacobsen---1.0\n",
      "Yichi Zhou---1.0\n",
      "Stig Petersen---1.0\n",
      "David G. T. Barrett---1.0\n",
      "Kimberly L. Stachenfeld---1.0\n",
      "Ivan Chelombiev---1.0\n",
      "Conor Houghton---1.0\n",
      "Cian O'Donnell---1.0\n",
      "Ori Press---1.0\n",
      "Arjun Sharma---1.0\n",
      "Adrià Garriga-Alonso---1.0\n",
      "Carl Edward Rasmussen---1.0\n",
      "Yuan Yuan---1.0\n",
      "Yueming Lyu---1.0\n",
      "Xi Shen---1.0\n",
      "Dit-Yan Yeung---1.0\n",
      "Hongzi Mao---1.0\n",
      "Malte Schwarzkopf---1.0\n",
      "Guillaume Desjardins---1.0\n",
      "Wojciech M. Czarnecki---1.0\n",
      "Xiuyuan Cheng---1.0\n",
      "Qiang Qiu---1.0\n",
      "Robert Calderbank---1.0\n",
      "Guillermo Sapiro---1.0\n",
      "Farzan Farnia---1.0\n",
      "David Tse---1.0\n",
      "Wei-Cheng Chang---1.0\n",
      "Barnabás Póczos---1.0\n",
      "Ahmed Touati---1.0\n",
      "Ricky T. Q. Chen---1.0\n",
      "Jesse Bettencourt---1.0\n",
      "Carson Eisenach---1.0\n",
      "Han Liu---1.0\n",
      "Chunting Zhou---1.0\n",
      "Yuan Li---1.0\n",
      "Fangwei Zhong---1.0\n",
      "Peng Sun---1.0\n",
      "Wenhan Luo---1.0\n",
      "Tingyun Yan---1.0\n",
      "ShahRukh Athar---1.0\n",
      "Victor Lempitsky---1.0\n",
      "Izzeddin Gur---1.0\n",
      "Ulrich Rueckert---1.0\n",
      "Dilek Hakkani-Tur---1.0\n",
      "Jorge Pérez---1.0\n",
      "Javier Marinković---1.0\n",
      "Pablo Barceló---1.0\n",
      "Zaiyi Chen---1.0\n",
      "Zhuoning Yuan---1.0\n",
      "Hao-Yun Chen---1.0\n",
      "Chun-Hao Liu---1.0\n",
      "Pierre Stock---1.0\n",
      "Benjamin Graham---1.0\n",
      "Rémi Gribonval---1.0\n",
      "Ed H. Chi---1.0\n",
      "Guy Lever---1.0\n",
      "Jakob Grue Simonsen---1.0\n",
      "Christina Lioma---1.0\n",
      "Yuhao Zhou---1.0\n",
      "Noah Golowich---1.0\n",
      "Wei Hu---1.0\n",
      "Xujie Si---1.0\n",
      "Yuan Yang---1.0\n",
      "Mayur Naik---1.0\n",
      "Wenda Zhou---1.0\n",
      "Victor Veitch---1.0\n",
      "Morgane Austern---1.0\n",
      "Ryan P. Adams---1.0\n",
      "Peter Orbanz---1.0\n",
      "Jun Gao---1.0\n",
      "Tieyan Liu---1.0\n",
      "Shiv Shankar---1.0\n",
      "Matthew Mackay---1.0\n",
      "Jonathan Lorraine---1.0\n",
      "Tushar Jain---1.0\n",
      "Nikita Kitaev---1.0\n",
      "Jack Lindsey---1.0\n",
      "Samuel A. Ocko---1.0\n",
      "Stephane Deny---1.0\n",
      "Pu Zhao---1.0\n",
      "Deniz Erdogmus---1.0\n",
      "Yuan Qi---1.0\n",
      "Eric Wang---1.0\n",
      "Aaron Zweig---1.0\n",
      "Jonathan Gordon---1.0\n",
      "John Bronskill---1.0\n",
      "Haoming Jiang---1.0\n",
      "Feng Liu---1.0\n",
      "Dingding Wang---1.0\n",
      "Alexandru Tifrea*---1.0\n",
      "Gary Becigneul*---1.0\n",
      "Octavian-Eugen Ganea*---1.0\n",
      "Tue Le---1.0\n",
      "Tuan Nguyen---1.0\n",
      "Paul Montague---1.0\n",
      "Olivier De Vel---1.0\n",
      "Lizhen Qu---1.0\n",
      "Senthil Purushwalkam---1.0\n",
      "Danny Kaufman---1.0\n",
      "Bryan Russell---1.0\n",
      "Yize Chen---1.0\n",
      "Yuanyuan Shi---1.0\n",
      "Baosen Zhang---1.0\n",
      "Penghang Yin---1.0\n",
      "Jiancheng Lyu---1.0\n",
      "Shuai Zhang---1.0\n",
      "Stanley Osher---1.0\n",
      "Yingyong Qi---1.0\n",
      "Jack Xin---1.0\n",
      "Peng Cao*---1.0\n",
      "Yilun Xu*---1.0\n",
      "Yuqing Kong---1.0\n",
      "Yizhou  Wang---1.0\n",
      "Alice Schoenauer-Sebag---1.0\n",
      "Louise Heinrich---1.0\n",
      "Marc Schoenauer---1.0\n",
      "Michele Sebag---1.0\n",
      "Lani F. Wu---1.0\n",
      "Steve J. Altschuler---1.0\n",
      "Daniel Huang---1.0\n",
      "Tristan Deleu---1.0\n",
      "David Berthelot*---1.0\n",
      "Xiao Zhang---1.0\n",
      "David Evans---1.0\n",
      "Yonatan Geifman---1.0\n",
      "Guy Uziel---1.0\n",
      "Chongruo Wu---1.0\n"
     ]
    },
    {
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     "output_type": "stream",
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      "Ivan Titov---1.0\n",
      "Shaojie Bai---1.0\n",
      "Alexandre Piche---1.0\n",
      "Valentin Thomas---1.0\n",
      "Cyril Ibrahim---1.0\n",
      "Lynton Ardizzone---1.0\n",
      "Jakob Kruse---1.0\n",
      "Carsten Rother---1.0\n",
      "Ullrich Köthe---1.0\n",
      "Jooyoung Lee---1.0\n",
      "Seunghyun Cho---1.0\n",
      "Seung-Kwon Beack---1.0\n",
      "Wei Yang---1.0\n",
      "Roozbeh Mottaghi---1.0\n",
      "Hanie Sedghi---1.0\n",
      "Vineet Gupta---1.0\n",
      "Philip M. Long---1.0\n",
      "Chengzhou Tang---1.0\n",
      "Frederic Runge---1.0\n",
      "Danny Stoll---1.0\n",
      "Chuanbiao Song---1.0\n",
      "Zhengdao Chen---1.0\n",
      "Wouter Kool---1.0\n",
      "Shaked Brody---1.0\n",
      "Luis A. Lastras-Montaño---1.0\n",
      "Nasim Rahaman---1.0\n",
      "Andrew Luo---1.0\n",
      "Xingyuan Sun---1.0\n",
      "Bo Kang---1.0\n",
      "Jefrey Lijffijt---1.0\n",
      "Tijl De Bie---1.0\n",
      "Qijia Jiang---1.0\n",
      "Ju Sun---1.0\n",
      "Alex Beatson---1.0\n",
      "Jiamin Ren---1.0\n",
      "Ruimao Zhang---1.0\n",
      "Jingyu Li---1.0\n",
      "Rui Wang---1.0\n",
      "Jian Li---1.0\n",
      "Lukas Prantl---1.0\n",
      "Boris Bonev---1.0\n",
      "Nils Thuerey---1.0\n",
      "Leonard K. M. Poon---1.0\n",
      "Ali Mousavi---1.0\n",
      "Gautam Dasarathy---1.0\n",
      "Chih-Kuan Yeh---1.0\n",
      "Chengzhu Yu---1.0\n",
      "Dong Yu---1.0\n",
      "Mariya Toneva*---1.0\n",
      "Alessandro Sordoni*---1.0\n",
      "Remi Tachet des Combes*---1.0\n",
      "Geoffrey J. Gordon---1.0\n",
      "Junjie Yan---1.0\n",
      "Diego Valsesia---1.0\n",
      "Giulia Fracastoro---1.0\n",
      "Enrico Magli---1.0\n",
      "Lechao Xiao---1.0\n",
      "Mateusz Malinowski---1.0\n",
      "Boyi Liu---1.0\n",
      "Yuan Zhou---1.0\n",
      "Kirill Neklyudov---1.0\n",
      "Dmitry Molchanov---1.0\n",
      "Long Sha---1.0\n",
      "Patrick Lucey---1.0\n",
      "Wenxuan Zhou---1.0\n",
      "Lerrel Pinto---1.0\n",
      "Florian Tramer---1.0\n",
      "Karel Chvalovský---1.0\n",
      "Pramod Kaushik Mudrakarta---1.0\n",
      "Andrew Howard---1.0\n",
      "Brendan D. Tracey---1.0\n",
      "Steven Van Kuyk---1.0\n",
      "Tianxing He---1.0\n",
      "Julian Michael---1.0\n",
      "Simin Liu---1.0\n",
      "Ronald S. Fearing---1.0\n",
      "Alexia Jolicoeur-Martineau---1.0\n",
      "Martin J. Wainwright---1.0\n",
      "Zhongyu Wei---1.0\n",
      "Akhilesh Gotmare---1.0\n",
      "Haifeng Qian---1.0\n",
      "Mark N. Wegman---1.0\n",
      "Pankaj Gupta---1.0\n",
      "Yatin Chaudhary---1.0\n",
      "Hinrich Schuetze---1.0\n",
      "Neel Kant---1.0\n",
      "Kavi Gupta---1.0\n",
      "Chris Bender---1.0\n",
      "Brandon Trabucco---1.0\n",
      "Noam Mor---1.0\n",
      "Liqian Ma---1.0\n",
      "Xu Jia---1.0\n",
      "Adel Bibi---1.0\n",
      "Rene Ranftl---1.0\n",
      "Zhiming Zhou*---1.0\n",
      "Qingru Zhang*---1.0\n",
      "Guansong Lu---1.0\n",
      "Min Liu---1.0\n",
      "Fupin Yao---1.0\n",
      "Chiho Choi---1.0\n",
      "Ayan Sinha---1.0\n",
      "Karthik Ramani---1.0\n",
      "Yilun Du---1.0\n",
      "Andrei Atanov---1.0\n",
      "Kirill Struminsky---1.0\n",
      "Dmitriy Vetrov---1.0\n",
      "Yang Zhang---1.0\n",
      "Philip David---1.0\n",
      "Soochan Lee---1.0\n",
      "Junsoo Ha---1.0\n",
      "Tomas Pfister---1.0\n",
      "Anton Raichuk---1.0\n",
      "Raphael Marinier---1.0\n",
      "Marc Pollefeys---1.0\n",
      "Haohan Wang---1.0\n",
      "Zexue He---1.0\n",
      "Xiaoshuai Zhang---1.0\n",
      "Yanbin Liu---1.0\n",
      "Minseop Park---1.0\n",
      "Nan Lu---1.0\n",
      "Aditya Krishna Menon---1.0\n",
      "Tian Lin---1.0\n",
      "Denny Zhou---1.0\n",
      "Xitong Gao---1.0\n",
      "Yiren Zhao---1.0\n",
      "Łukasz Dudziak---1.0\n",
      "Robert Mullins---1.0\n",
      "Cheng-zhong Xu---1.0\n",
      "Alexander Shekhovtsov---1.0\n",
      "Boris Flach---1.0\n",
      "Kolya Malkin---1.0\n",
      "Caleb Robinson---1.0\n",
      "Le Hou---1.0\n",
      "Rachel Soobitsky---1.0\n",
      "Jacob Czawlytko---1.0\n",
      "Dimitris Samaras---1.0\n",
      "Joel Saltz---1.0\n",
      "Lucas Joppa---1.0\n",
      "Kry Yik Chau Lui---1.0\n",
      "Xiaomeng Jin---1.0\n",
      "Wanyun Cui---1.0\n",
      "Guangyu Zheng---1.0\n",
      "Zhiqiang Shen---1.0\n",
      "Sihang Jiang---1.0\n",
      "Vassilis Kalofolias---1.0\n",
      "Nathanaël Perraudin---1.0\n",
      "Shuo Chen---1.0\n",
      "Yi Ren---1.0\n",
      "Zhou Zhao---1.0\n",
      "Chaoqi Wang---1.0\n",
      "Bowen Xu---1.0\n",
      "Wenbo Gong---1.0\n",
      "Jonathan Uesato*---1.0\n",
      "Ananya Kumar*---1.0\n",
      "Csaba Szepesvari*---1.0\n",
      "Keith Anderson---1.0\n",
      "Xiaodong Gu---1.0\n",
      "Sunghun Kim---1.0\n",
      "Angjoo Kanazawa---1.0\n",
      "Sam Toyer---1.0\n",
      "Kenneth Marino---1.0\n",
      "Karren D. Yang---1.0\n",
      "Ali Farshchian---1.0\n",
      "Juan A. Gallego---1.0\n",
      "Joseph P. Cohen---1.0\n",
      "Lee E. Miller---1.0\n",
      "Sara A. Solla---1.0\n",
      "Rohith Kuditipudi---1.0\n",
      "Zhize Li---1.0\n",
      "Xiang Wang---1.0\n",
      "Xiyu Zhai---1.0\n",
      "Elisabeth Rumetshofer---1.0\n",
      "Markus Hofmarcher---1.0\n",
      "Clemens Röhrl---1.0\n",
      "Yulun Zhang---1.0\n",
      "Kunpeng Li---1.0\n",
      "Kai Li---1.0\n",
      "Zichao Wang---1.0\n",
      "Chongli Qin---1.0\n",
      "Robert Stanforth---1.0\n",
      "Yuan Sun---1.0\n",
      "Saman Halgamuge---1.0\n",
      "Konik Kothari*---1.0\n",
      "Sidharth Gupta*---1.0\n",
      "Maarten v. de Hoop---1.0\n",
      "Ivan Dokmanic---1.0\n",
      "Abraham Frandsen---1.0\n",
      "Hyunjik Kim---1.0\n",
      "Ali Eslami---1.0\n",
      "Dan Rosenbaum---1.0\n",
      "Charles Y. Zheng---1.0\n",
      "Francisco Pereira---1.0\n",
      "Chris I. Baker---1.0\n",
      "Martin N. Hebart---1.0\n",
      "Ehsan Hosseini-Asl---1.0\n",
      "Yingbo Zhou---1.0\n",
      "Amir Zadeh---1.0\n",
      "Yulai Cong---1.0\n",
      "Miaoyun Zhao---1.0\n",
      "Ke Bai---1.0\n",
      "Titouan Parcollet---1.0\n",
      "Mohamed Morchid---1.0\n",
      "Georges Linarès---1.0\n",
      "Renato De Mori---1.0\n",
      "Shoichiro Yamaguchi---1.0\n",
      "Sachin Kumar---1.0\n",
      "Yulia Tsvetkov---1.0\n",
      "Ali Shafahi---1.0\n",
      "W. Ronny Huang---1.0\n",
      "Christoph Studer---1.0\n",
      "Alexander S. Ecker---1.0\n",
      "Emmanouil Froudarakis---1.0\n",
      "Paul G. Fahey---1.0\n",
      "Santiago A. Cadena---1.0\n",
      "Edgar Y. Walker---1.0\n",
      "Erick Cobos---1.0\n",
      "Jacob Reimer---1.0\n",
      "Andreas S. Tolias---1.0\n",
      "Wesley Chung---1.0\n",
      "Somjit Nath---1.0\n",
      "Ajin Joseph---1.0\n",
      "Martha White---1.0\n",
      "Yunbo Wang---1.0\n",
      "Lu Jiang---1.0\n",
      "Ming-Hsuan Yang---1.0\n",
      "Mingsheng Long---1.0\n",
      "Kendall Lowrey---1.0\n",
      "Emanuel Todorov---1.0\n",
      "Christopher Roth---1.0\n",
      "Ingmar Kanitscheider---1.0\n",
      "Ila Fiete---1.0\n",
      "Rohin Shah---1.0\n",
      "Dmitrii Krasheninnikov---1.0\n",
      "Jordan Alexander---1.0\n",
      "Meng Fang---1.0\n",
      "Cheng Zhou---1.0\n",
      "Bei Shi---1.0\n",
      "Jia Xu---1.0\n",
      "Tong Zhang---1.0\n",
      "Patrick Chen---1.0\n",
      "Mikhail Yurochkin---1.0\n",
      "Oleh Rybkin---1.0\n",
      "Karl Pertsch---1.0\n",
      "Konstantinos G. Derpanis---1.0\n",
      "Aliaksandr Siarohin---1.0\n",
      "Enver Sangineto---1.0\n",
      "Nicu Sebe---1.0\n",
      "Yunzhu Li---1.0\n",
      "Naigang Wang---1.0\n",
      "Chia-Yu Chen---1.0\n",
      "Ankur Agrawal---1.0\n",
      "Brady Zhou---1.0\n",
      "Elke Kirschbaum---1.0\n",
      "Manuel Haußmann---1.0\n",
      "Steffen Wolf---1.0\n",
      "Hannah Sonntag---1.0\n",
      "Justus Schneider---1.0\n",
      "Shehabeldin Elzoheiry---1.0\n",
      "Oliver Kann---1.0\n",
      "Fred A Hamprecht---1.0\n",
      "Hsueh-Ti Derek Liu---1.0\n",
      "Alec Jacobson---1.0\n",
      "Hongge Chen*---1.0\n",
      "Duane Boning---1.0\n",
      "Jonathan Frankle---1.0\n",
      "Michael Carbin---1.0\n",
      "Makoto Yamada---1.0\n",
      "Denny Wu---1.0\n",
      "Hirofumi Ohta---1.0\n",
      "Ichiro Takeuchi---1.0\n",
      "Kenji Fukumizu---1.0\n",
      "Gilwoo Lee---1.0\n",
      "Brian Hou---1.0\n",
      "Aditya Mandalika---1.0\n",
      "Jeongseok Lee---1.0\n",
      "Sanjiban Choudhury---1.0\n",
      "Siddhartha S. Srinivasa---1.0\n",
      "Jialian Li---1.0\n",
      "Emre Aksan---1.0\n",
      "Otmar Hilliges---1.0\n",
      "Jongwook Choi---1.0\n",
      "Neal Wu---1.0\n",
      "Nataniel Ruiz---1.0\n",
      "Samuel Schulter---1.0\n",
      "Frank Schneider---1.0\n",
      "Tijmen Blankevoort---1.0\n",
      "Michael Janner---1.0\n",
      "Zhizhen Zhao---1.0\n",
      "Joel Schlosser---1.0\n",
      "Phillip Odom---1.0\n",
      "Dieterich Lawson---1.0\n",
      "Qiwei Ye---1.0\n",
      "Nenghai Yu---1.0\n",
      "Seung Wook Kim---1.0\n",
      "Makarand Tapaswi---1.0\n",
      "Fanny Yang---1.0\n",
      "Hao Su---1.0\n",
      "Chien-Sheng Wu---1.0\n",
      "Wei-Ning Hsu---1.0\n",
      "Ron J. Weiss---1.0\n",
      "Yuxuan Wang---1.0\n",
      "Ye Jia---1.0\n",
      "Zhifeng Chen---1.0\n",
      "Jonathan Shen---1.0\n",
      "Patrick Nguyen---1.0\n",
      "Ruoming Pang---1.0\n",
      "Tobias Hinz---1.0\n",
      "Stefan Heinrich---1.0\n",
      "Stefan Wermter---1.0\n",
      "Phan-Minh Nguyen---1.0\n",
      "Oleg Klimov---1.0\n",
      "Jonas Rothfuss---1.0\n",
      "Dennis Lee---1.0\n",
      "Hoang Thanh-Tung---1.0\n",
      "Soumye Singhal---1.0\n",
      "Shibani Santurkar---1.0\n",
      "Alexander Turner---1.0\n",
      "Quan Wang---1.0\n",
      "Luis C. Cobo---1.0\n",
      "Andrew Trask---1.0\n",
      "Jordi Grau-Moya---1.0\n",
      "Felix Leibfried---1.0\n",
      "Peter Vrancx---1.0\n",
      "Haggai Maron---1.0\n",
      "Heli Ben-Hamu---1.0\n",
      "Nadav Shamir---1.0\n",
      "Yaron Lipman---1.0\n",
      "Josue Nassar---1.0\n",
      "Monica Bugallo---1.0\n",
      "Il Memming Park---1.0\n",
      "Seil Na---1.0\n",
      "Yo Joong Choe---1.0\n",
      "Dong-Hyun Lee---1.0\n",
      "Paulo Rauber---1.0\n",
      "Avinash Ummadisingu---1.0\n",
      "Filipe Mutz---1.0\n",
      "Jun-Ting Hsieh---1.0\n",
      "Stephan Eismann---1.0\n",
      "Lucia Mirabella---1.0\n",
      "Ting Chen---1.0\n",
      "Mario Lucic---1.0\n",
      "Chris Zhang---1.0\n",
      "Chih-Yao Ma---1.0\n",
      "Jiasen Lu---1.0\n",
      "Zuxuan Wu---1.0\n",
      "Ghassan AlRegib---1.0\n",
      "Qiyang Li---1.0\n",
      "Sageev Oore---1.0\n",
      "Ewan Dunbar---1.0\n",
      "Thomas Elsken---1.0\n",
      "Yuhao Zhu---1.0\n",
      "Bhargav Kanuparthi---1.0\n",
      "Giancarlo Kerg---1.0\n",
      "Thalaiyasingam Ajanthan---1.0\n",
      "Octavian-Eugen Ganea---1.0\n",
      "Fernando Gama---1.0\n",
      "Chen-Yu Hsu---1.0\n",
      "Piotr Indyk---1.0\n",
      "Dina Katabi---1.0\n",
      "Ali Vakilian---1.0\n",
      "Johannes Klicpera---1.0\n",
      "Sho Yaida---1.0\n",
      "Andrea Tacchetti---1.0\n",
      "H. Francis Song---1.0\n",
      "Jan Leike---1.0\n",
      "Arian Hosseini---1.0\n",
      "William L. Hamilton---1.0\n",
      "Vincent Fortuin---1.0\n",
      "Francesco Locatello---1.0\n",
      "Gunnar Rätsch---1.0\n",
      "Satya Narayan Shukla---1.0\n",
      "Maohua Zhu---1.0\n",
      "Wenling Shang---1.0\n",
      "Xiang Yu---1.0\n",
      "Yiding Jiang---1.0\n",
      "Dilip Krishnan---1.0\n",
      "Hossein Mobahi---1.0\n",
      "Lukas Schott---1.0\n",
      "Jonas Rauber---1.0\n",
      "Ligeng Zhu---1.0\n",
      "Anoop Korattikara---1.0\n",
      "Sergio Guadarrama---1.0\n",
      "Joseph Marino---1.0\n",
      "Greg Mori---1.0\n",
      "Andreas Lehrmann---1.0\n",
      "José Lezama---1.0\n",
      "Marton Havasi---1.0\n",
      "Oleg Ivanov---1.0\n",
      "Michael Figurnov---1.0\n",
      "Chun-Hao Chang---1.0\n",
      "Elliot Creager---1.0\n",
      "Jesse Johnson---1.0\n",
      "Steven Cheng-Xian Li---1.0\n",
      "Markus Püschel---1.0\n",
      "Charlie Frogner---1.0\n",
      "Farzaneh Mirzazadeh---1.0\n",
      "Justin Solomon---1.0\n",
      "Tsung-Han Lin---1.0\n",
      "Emily Dinan---1.0\n",
      "Stephen Roller---1.0\n",
      "Xiang Li---1.0\n",
      "Dongxu Zhang---1.0\n",
      "Michael Boratko---1.0\n",
      "Eric Smith---1.0\n",
      "Mahsa Baktashmotlagh---1.0\n",
      "Masoud Faraki---1.0\n",
      "Tom Drummond---1.0\n",
      "Igor Sieradzki---1.0\n",
      "Kevin P. Murphy---1.0\n",
      "Jiyan Pan---1.0\n",
      "Joseph Roth---1.0\n",
      "Florian Schroff---1.0\n",
      "Andrew C. Gallagher---1.0\n",
      "Yori Zwols---1.0\n",
      "Jean-Baptiste Lespiau---1.0\n",
      "Yi Chen---1.0\n",
      "Jinglin Chen---1.0\n",
      "Jing Dong---1.0\n",
      "Bastian Rieck---1.0\n",
      "Matteo Togninalli---1.0\n",
      "Christian Bock---1.0\n",
      "Michael Moor---1.0\n",
      "Max Horn---1.0\n",
      "Thomas Gumbsch---1.0\n",
      "Karsten Borgwardt---1.0\n",
      "Dilan Gorur---1.0\n",
      "Kyle Hsu---1.0\n",
      "Hyeong-Seok Choi---1.0\n",
      "Jang-Hyun Kim---1.0\n",
      "Jaesung Huh---1.0\n",
      "Adrian Kim---1.0\n",
      "Kyogu Lee---1.0\n",
      "Dzmitry Bahdanau*---1.0\n",
      "Shikhar Murty*---1.0\n",
      "Michael Noukhovitch---1.0\n",
      "Frederic Koehler---1.0\n",
      "Junning Huang---1.0\n",
      "Lanxin Lei---1.0\n",
      "Sang-Woo Lee---1.0\n",
      "Tong Gao---1.0\n",
      "Sohee Yang---1.0\n",
      "Zhiqing Sun---1.0\n",
      "Zhi-Hong Deng---1.0\n",
      "Bingbing Xu---1.0\n",
      "Huawei Shen---1.0\n",
      "Qi Cao---1.0\n",
      "Yunqi Qiu---1.0\n",
      "Xueqi Cheng---1.0\n",
      "Rima Alaifari---1.0\n",
      "Giovanni S. Alberti---1.0\n",
      "Tandri Gauksson---1.0\n",
      "Ningyuan Zheng---1.0\n",
      "Yifan Jiang---1.0\n",
      "Dingjiang Huang---1.0\n",
      "Albert Gu---1.0\n",
      "Frederic Sala---1.0\n",
      "Beliz Gunel---1.0\n",
      "Christopher Ré---1.0\n",
      "Vaishnavh Nagarajan---1.0\n",
      "Zico Kolter---1.0\n",
      "Alon Jacovi---1.0\n",
      "Guy Hadash---1.0\n",
      "Boaz Carmeli---1.0\n",
      "George Kour---1.0\n",
      "Jonathan Berant---1.0\n",
      "Youngwoon Lee*---1.0\n",
      "Shao-Hua Sun*---1.0\n",
      "Sriram Somasundaram---1.0\n",
      "Edward S. Hu---1.0\n",
      "Grigorios G. Chrysos---1.0\n",
      "Stefanos Zafeiriou---1.0\n",
      "Joshua J. Michalenko---1.0\n",
      "Ameesh Shah---1.0\n",
      "Abhinav Verma---1.0\n",
      "Sangwoo Mo---1.0\n",
      "Minsu Cho---1.0\n",
      "Rahaf Aljundi---1.0\n",
      "Sunghoon Im---1.0\n",
      "Hae-Gon Jeon---1.0\n",
      "Stephen Lin---1.0\n",
      "In So Kweon---1.0\n",
      "Chen Tessler---1.0\n",
      "Kuan-Hui Lee---1.0\n",
      "German Ros---1.0\n",
      "Jie Li---1.0\n",
      "Adrien Gaidon---1.0\n",
      "Harri Edwards---1.0\n",
      "Vahid Tarokh---1.0\n",
      "Jiawei Zhao---1.0\n",
      "Guillermo Valle-Perez---1.0\n",
      "Chico Q. Camargo---1.0\n",
      "Andriy Stasyuk---1.0\n",
      "Sander Dieleman---1.0\n",
      "Huaxia Wang---1.0\n",
      "Chun-Nam Yu---1.0\n",
      "Ziwei Ji---1.0\n",
      "Matus Telgarsky---1.0\n",
      "Weiwei Kong---1.0\n",
      "Christopher Liaw---1.0\n",
      "Forest Agostinelli---1.0\n",
      "Alexander Shmakov---1.0\n",
      "Pierre Baldi---1.0\n",
      "Ying Wen---1.0\n",
      "Yaodong Yang---1.0\n",
      "Alexei Efros---1.0\n",
      "Anthony Bau---1.0\n",
      "Hassan Sajjad---1.0\n",
      "Nadir Durrani---1.0\n",
      "Fahim Dalvi---1.0\n",
      "Ji Lin---1.0\n",
      "Arturo Deza---1.0\n",
      "Aditya Jonnalagadda---1.0\n",
      "Miguel P. Eckstein---1.0\n",
      "Jitong Chen---1.0\n",
      "Iou-Jen Liu---1.0\n",
      "Alexander Schwing---1.0\n",
      "Mingzhang Yin---1.0\n",
      "Gamaleldin F. Elsayed---1.0\n",
      "Alistair Letcher---1.0\n",
      "David Balduzzi---1.0\n",
      "Marc T Law---1.0\n",
      "Amir-massoud Farahmand---1.0\n",
      "Richard S Zemel---1.0\n",
      "Pierre Dognin*---1.0\n",
      "Igor Melnyk*---1.0\n",
      "Youssef Mroueh*---1.0\n",
      "Jarret Ross*---1.0\n",
      "Cicero Dos Santos*---1.0\n",
      "Tom Sercu*---1.0\n",
      "Samaneh Azadi---1.0\n",
      "Catherine Olsson---1.0\n",
      "Augustus Odena---1.0\n",
      "Lingpeng Kong---1.0\n",
      "Svetlin Penkov---1.0\n",
      "Subramanian Ramamoorthy---1.0\n",
      "Michael Kuchnik---1.0\n",
      "Virginia Smith---1.0\n",
      "Mehrdad Farajtabar---1.0\n",
      "Prasenjeet Biswal---1.0\n",
      "Neil Mallinar---1.0\n",
      "Rogerio Feris---1.0\n",
      "Shuang Ma---1.0\n",
      "Daniel Mcduff---1.0\n",
      "Yale Song---1.0\n",
      "Michael Lutter---1.0\n",
      "Christian Ritter---1.0\n",
      "Nicolas Mayoraz---1.0\n",
      "Xinyang Yi---1.0\n",
      "Lichan Hong---1.0\n",
      "Patrick Fernandes---1.0\n",
      "Zhang Xinyi---1.0\n",
      "Lihui Chen---1.0\n",
      "Elias B Khalil---1.0\n",
      "Amrita Gupta---1.0\n",
      "Bistra Dilkina---1.0\n",
      "Daniel McDuff---1.0\n",
      "Ashish Kapoor---1.0\n",
      "Jan Svoboda---1.0\n",
      "Jonathan Masci---1.0\n",
      "Michael Bronstein---1.0\n",
      "Roger  Grosse---1.0\n",
      "Sirisha Rambhatla---1.0\n",
      "Andrei A. Rusu---1.0\n",
      "Dushyant Rao---1.0\n",
      "Jakub Sygnowski---1.0\n",
      "Simon Osindero---1.0\n",
      "Drew Linsley---1.0\n",
      "Dan Shiebler---1.0\n",
      "Sven Eberhardt---1.0\n",
      "Thomas Serre---1.0\n",
      "Tao Chen---1.0\n",
      "Saurabh Gupta---1.0\n",
      "Ari Morcos---1.0\n",
      "Wei Dai---1.0\n",
      "Nanqing Dong---1.0\n",
      "Takayuki Osa---1.0\n",
      "Nina Narodytska---1.0\n",
      "Ankit Patel---1.0\n",
      "Tongzheng Ren---1.0\n",
      "Bo Zhang---1.0\n",
      "Sanjana Srivastava---1.0\n",
      "Guy Ben-Yosef---1.0\n",
      "Xavier Boix---1.0\n",
      "Marc Finzi---1.0\n",
      "Pavel Izmailov---1.0\n",
      "Yannick Schroecker---1.0\n",
      "Mel Vecerik---1.0\n",
      "Jon Scholz---1.0\n",
      "Liangchen Luo---1.0\n",
      "Yuanhao Xiong---1.0\n",
      "Xu Sun---1.0\n",
      "Victoria Xia---1.0\n",
      "Zi Wang---1.0\n",
      "Kelsey Allen---1.0\n",
      "Tom Silver---1.0\n",
      "Leslie Pack Kaelbling---1.0\n",
      "Xi-Lin Li---1.0\n",
      "Eunsol Choi---1.0\n",
      "Wen-tau Yih---1.0\n",
      "Yasin Yaz{\\i}c{\\i}---1.0\n",
      "Stefan Winkler---1.0\n",
      "Kim-Hui Yap---1.0\n",
      "James Townsend---1.0\n",
      "Ryan L. Murphy---1.0\n",
      "Balasubramaniam Srinivasan---1.0\n",
      "Vinayak Rao---1.0\n",
      "Bruno Ribeiro---1.0\n",
      "Jean Alaux---1.0\n",
      "Marco Cuturi---1.0\n",
      "Keyulu Xu*---1.0\n",
      "Weihua Hu*---1.0\n",
      "Stefanie Jegelka---1.0\n",
      "Zhengyun Ji---1.0\n",
      "Sean C. Smithson---1.0\n",
      "Brett H. Meyer---1.0\n",
      "Yiren Wang---1.0\n",
      "Tianyu He---1.0\n",
      "ChengXiang Zhai---1.0\n",
      "Patricia Rubisch---1.0\n",
      "Felix A. Wichmann---1.0\n",
      "John D. Co-Reyes---1.0\n",
      "Suvansh Sanjeev---1.0\n",
      "Nick Altieri---1.0\n",
      "John DeNero---1.0\n",
      "Robert Hannah---1.0\n",
      "Fei Feng---1.0\n",
      "Ahmed H. Qureshi---1.0\n",
      "Michael C. Yip---1.0\n",
      "Minhao Cheng---1.0\n",
      "Thong Le---1.0\n",
      "JinFeng Yi---1.0\n",
      "Shengcao Cao---1.0\n",
      "Xiaofang Wang---1.0\n",
      "Ruiliang Zhang---1.0\n",
      "Edo Liberty---1.0\n",
      "Hakan Bilen---1.0\n",
      "Karan Goel---1.0\n",
      "Miller Puckette---1.0\n",
      "Yujia Li---1.0\n",
      "Igor Babuschkin---1.0\n",
      "Edward Lockhart---1.0\n",
      "Victoria Langston---1.0\n",
      "Peiyun Hu---1.0\n",
      "Stefan Webb---1.0\n",
      "Chao GAO---1.0\n",
      "jiyi LIU---1.0\n",
      "Sebastian U. Stich---1.0\n",
      "Debidatta Dwibedi---1.0\n",
      "Jonathan Tompson---1.0\n",
      "Will Xiao---1.0\n",
      "Honglin Chen---1.0\n",
      "Qianli Liao---1.0\n",
      "Tomaso Poggio---1.0\n",
      "Daniel Selsam---1.0\n",
      "Matthew Lamm---1.0\n",
      "Benedikt B\\\"{u}nz---1.0\n",
      "Leonardo de Moura---1.0\n",
      "Diana Borsa---1.0\n",
      "Xinyi Wang---1.0\n",
      "Philip Arthur---1.0\n",
      "John Wieting---1.0\n",
      "Robert Csordas---1.0\n",
      "Juergen Schmidhuber---1.0\n",
      "Nuwan Ferdinand---1.0\n",
      "Haider Al-Lawati---1.0\n",
      "Stark Draper---1.0\n",
      "Matthew Nokleby---1.0\n",
      "Tiansi Dong---1.0\n",
      "Chrisitan Bauckhage---1.0\n",
      "Hailong Jin---1.0\n",
      "Juanzi Li---1.0\n",
      "Olaf Cremers---1.0\n",
      "Daniel Speicher---1.0\n",
      "Armin B. Cremers---1.0\n",
      "Joerg Zimmermann---1.0\n",
      "Paul Hand---1.0\n",
      "Dingdong Yang---1.0\n",
      "Yunseok Jang---1.0\n",
      "Tristan Bepler---1.0\n",
      "Bonnie Berger---1.0\n",
      "Hao He---1.0\n",
      "Tom Van de Wiele---1.0\n",
      "Tejas Kulkarni---1.0\n",
      "Catalin Ionescu---1.0\n",
      "Steven Hansen---1.0\n",
      "Yuping Luo---1.0\n",
      "Huazhe Xu---1.0\n",
      "Yuanzhi Li---1.0\n",
      "Nikolay Nikolov---1.0\n",
      "Johannes Kirschner---1.0\n",
      "Felix Berkenkamp---1.0\n",
      "Emily Black---1.0\n",
      "Zafarali Ahmed---1.0\n",
      "Wenhao Yu---1.0\n",
      "C. Karen Liu---1.0\n",
      "Greg Turk---1.0\n",
      "Ruiyi Zhang---1.0\n",
      "Chenyang Tao---1.0\n",
      "Zhe Gan---1.0\n",
      "Jialin Liu---1.0\n",
      "Xiaohan Chen---1.0\n",
      "Kaifeng Lyu---1.0\n",
      "Andrew Levy---1.0\n",
      "George Konidaris---1.0\n",
      "Robert Platt---1.0\n",
      "Ignacio Cases---1.0\n",
      "Robert Ajemian---1.0\n",
      "Yuhai Tu---1.0\n",
      "and Gerald Tesauro---1.0\n",
      "Kedar Dhamdhere---1.0\n",
      "Anqi Wu---1.0\n",
      "Steven Kapturowski---1.0\n",
      "Georg Ostrovski---1.0\n",
      "David Bau---1.0\n",
      "Hendrik Strobelt---1.0\n",
      "Yuqiu Qian---1.0\n",
      "Timothy Mann---1.0\n",
      "Danilo J. Rezende---1.0\n",
      "B. Pfülb---1.0\n",
      "A. Gepperth---1.0\n",
      "Vinay Rao---1.0\n",
      "Wei-Yu Chen---1.0\n",
      "Yen-Cheng Liu---1.0\n",
      "Yu-Chiang Frank Wang---1.0\n",
      "Jia-Bin Huang---1.0\n",
      "Chongjie Zhang---1.0\n",
      "Xinshi Chen---1.0\n",
      "Yuanhao Wang---1.0\n",
      "Sashank Reddi---1.0\n",
      "Chen Zhu---1.0\n",
      "Hwee Kuan Lee---1.0\n",
      "Fengxiang He---1.0\n",
      "Sergei Popov---1.0\n",
      "Artem Babenko---1.0\n",
      "Bo Dai*---1.0\n",
      "Qing Qu---1.0\n",
      "Yuqian Zhang---1.0\n",
      "Andre Saraiva---1.0\n",
      "Benjamin Van Roy---1.0\n",
      "Adrià Puigdomènech Badia---1.0\n",
      "Rohit Girdhar---1.0\n",
      "Avinash Ravichandran---1.0\n",
      "William Yang Wang---1.0\n",
      "Tonghan Wang*---1.0\n",
      "Jianhao Wang*---1.0\n",
      "Yi Wu---1.0\n",
      "Christopher J. Pal---1.0\n",
      "Ahmad Beirami---1.0\n",
      "Jack Rae---1.0\n",
      "Kristian Hartikainen---1.0\n",
      "Yuekai Sun---1.0\n",
      "Yangchen Pan---1.0\n",
      "Xiaoyu Chen---1.0\n",
      "Lingxiao Wang---1.0\n",
      "Qian Zhang---1.0\n",
      "Difan Zou---1.0\n",
      "Kristian Kersting---1.0\n",
      "Zhiru Zhang---1.0\n",
      "Thomas Goldstein---1.0\n",
      "Kamil Ciosek---1.0\n",
      "Yuexiang Zhai---1.0\n",
      "Vitor Guizilini---1.0\n",
      "Rares Ambrus---1.0\n",
      "Furu Wei---1.0\n",
      "Ming Zhou---1.0\n",
      "Andrew Lampinen---1.0\n",
      "Firdaus Janoos---1.0\n",
      "Larry Rudolph---1.0\n",
      "Junkyung Kim*---1.0\n",
      "Drew Linsley*---1.0\n",
      "Andreas Loukas---1.0\n",
      "Qiuyi Zhang---1.0\n",
      "David P. Woodruff---1.0\n",
      "Haotao Wang---1.0\n",
      "Tianlong Chen---1.0\n",
      "Zuchao Li---1.0\n",
      "Kehai Chen---1.0\n",
      "Eiichiro Sumita---1.0\n",
      "Zhuosheng Zhang---1.0\n",
      "Dan Roth---1.0\n",
      "Chao Du---1.0\n",
      "Ankit Singh Rawat---1.0\n",
      "Tianshu Yu---1.0\n",
      "Steven C.H. Hoi---1.0\n",
      "Nir Levine---1.0\n",
      "Binghong Chen---1.0\n",
      "Hao Zhou---1.0\n",
      "Lei Li---1.0\n",
      "Arber Zela---1.0\n",
      "Xizhou Zhu---1.0\n",
      "Asano YM.---1.0\n",
      "Rupprecht C.---1.0\n",
      "Vedaldi A.---1.0\n",
      "Jiadong Lin---1.0\n",
      "Quanshi Zhang---1.0\n",
      "Zizhao Zhang---1.0\n",
      "Jindong Jiang---1.0\n",
      "Aidan Clark---1.0\n",
      "Markus Rabe---1.0\n",
      "Osbert Bastani---1.0\n",
      "Amin Ghiasi---1.0\n",
      "Weijie Su---1.0\n",
      "Dingli Yu---1.0\n",
      "Marco Gallieri---1.0\n",
      "Lu Wang---1.0\n",
      "Yizhe Hang---1.0\n",
      "Heng Ge---1.0\n",
      "Mustafa Umit Oner---1.0\n",
      "Wing-Kin Sung---1.0\n",
      "Fangzhou Mu---1.0\n",
      "Yin Li---1.0\n",
      "Daniel Jarrett---1.0\n",
      "Anastasia Koloskova*---1.0\n",
      "Tao Lin*---1.0\n",
      "Sebastian U Stich---1.0\n",
      "Daniel Ruffinelli---1.0\n",
      "Samuel Broscheit---1.0\n",
      "Rainer Gemulla---1.0\n",
      "Felicia Gao---1.0\n",
      "Zohar Aizenbud---1.0\n",
      "Omri Abend---1.0\n",
      "Elizabeth Dinella---1.0\n",
      "Ziyang Li---1.0\n",
      "Alvin Chan---1.0\n",
      "Yi Tay---1.0\n",
      "Yew Soon Ong---1.0\n",
      "Hyunjae Woo---1.0\n",
      "Bohan Wang---1.0\n",
      "Sen Wu---1.0\n",
      "Hongyang Zhang---1.0\n",
      "Anton Sinitsin---1.0\n",
      "Vsevolod Plokhotnyuk---1.0\n",
      "Dmitry Pyrkin---1.0\n",
      "Dongze Lian---1.0\n",
      "Yintao Xu---1.0\n",
      "Yanxiong Lu---1.0\n",
      "Leyu Lin---1.0\n",
      "Shenghua Gao---1.0\n",
      "Haoran You---1.0\n",
      "Chaojian Li---1.0\n",
      "Pengfei Xu---1.0\n",
      "Yonggan Fu---1.0\n",
      "Yingyan Lin---1.0\n",
      "Thorben Funke---1.0\n",
      "Alen Lancic---1.0\n",
      "Nino Antulov-Fantulin---1.0\n",
      "Kai Fong Ernest Chong---1.0\n",
      "Chence Shi*---1.0\n",
      "Minkai Xu*---1.0\n",
      "Zhaocheng Zhu---1.0\n",
      "Daquan Zhou---1.0\n",
      "Qibin Hou---1.0\n",
      "Kaixin Wang---1.0\n",
      "Simranjit Singh---1.0\n",
      "Ruiyi Zhang*---1.0\n",
      "Yao Qin---1.0\n",
      "Garrison Cottrell---1.0\n",
      "Yuanpeng Li---1.0\n",
      "Manoj Kumar---1.0\n",
      "Durk Kingma---1.0\n",
      "Rajat Agarwal---1.0\n",
      "Yenson Lau---1.0\n",
      "Han-Wen Kuo---1.0\n",
      "Pengcheng Zhou---1.0\n",
      "Vassilis N. Ioannidis---1.0\n",
      "Siheng Chen---1.0\n",
      "Georgios B. Giannakis---1.0\n",
      "Nitish Srivastava---1.0\n",
      "Hanlin Goh---1.0\n",
      "Zhicheng Yan---1.0\n",
      "Yannis Kalantidis---1.0\n",
      "Stephanie C.Y. Chan---1.0\n",
      "Sam Fishman---1.0\n",
      "John Canny---1.0\n",
      "Kumar Kshitij Patel---1.0\n",
      "Akhil Bagaria---1.0\n",
      "Martin Engelcke---1.0\n",
      "Ruochi Zhang---1.0\n",
      "Yuesong Zou---1.0\n",
      "Jian Ma---1.0\n",
      "Ali Jahanian*---1.0\n",
      "Lucy Chai*---1.0\n",
      "Gabriel Ryan---1.0\n",
      "Justin Wong---1.0\n",
      "Jianan Yao---1.0\n",
      "Ronghui Gu---1.0\n",
      "Suman Jana---1.0\n",
      "Fan Yang---1.0\n",
      "Ling Chen---1.0\n",
      "Fan Zhou---1.0\n",
      "Yusong Gao---1.0\n",
      "Wei Cao---1.0\n",
      "Yotam Doron---1.0\n",
      "John Aslanides---1.0\n",
      "Eren Sezener---1.0\n",
      "Katrina McKinney---1.0\n",
      "Tor Lattimore---1.0\n",
      "Csaba Szepezvari---1.0\n",
      "Richard Sutton---1.0\n",
      "Hado Van Hasselt---1.0\n",
      "Guanghui Wang---1.0\n",
      "Shiyin Lu---1.0\n",
      "Quan Cheng---1.0\n",
      "Weiwei Tu---1.0\n",
      "Lijun Zhang---1.0\n",
      "Dávid Terjék---1.0\n",
      "Ivan Ustyuzhaninov---1.0\n",
      "Haroun Habeeb---1.0\n",
      "Jacob J. Johnson---1.0\n",
      "Yuzhe Qin---1.0\n",
      "Taylor Henderson---1.0\n",
      "Tianshi Cao---1.0\n",
      "Lingxiao Zhao---1.0\n",
      "Leman Akoglu---1.0\n",
      "Linda Petrini---1.0\n",
      "Yuzhe Yang---1.0\n",
      "Guo Zhang---1.0\n",
      "Stephen Gould---1.0\n",
      "Ze Ye---1.0\n",
      "Kin Sum Liu---1.0\n",
      "Jie Gao---1.0\n",
      "Murat Erdogdu---1.0\n",
      "Anton Bakhtin---1.0\n",
      "Taejong Joo---1.0\n",
      "Donggu Kang---1.0\n",
      "Byunghoon Kim---1.0\n",
      "Raphael Köster---1.0\n",
      "Martin J. Chadwick---1.0\n",
      "Caswell Barry---1.0\n",
      "Moonkyung Ryu---1.0\n",
      "Ross Anderson---1.0\n",
      "Chi-Heng Lin---1.0\n",
      "Paul Muller---1.0\n",
      "Shayegan Omidshafiei---1.0\n",
      "Julien Perolat---1.0\n",
      "Daniel Hennes---1.0\n",
      "Luke Marris---1.0\n",
      "Hao Yang---1.0\n",
      "Michael Lam---1.0\n",
      "Rahul Bhotika---1.0\n",
      "Tianyu Pang*---1.0\n",
      "Kun Xu*---1.0\n",
      "David Álvarez---1.0\n",
      "Vicenç Gómez---1.0\n",
      "Olga Slizovskaia---1.0\n",
      "José F. Núñez---1.0\n",
      "Jordi Luque---1.0\n",
      "Alexander Li---1.0\n",
      "Aniruddh Raghu---1.0\n",
      "Wenhan Xiong---1.0\n",
      "David Brandfonbrener---1.0\n",
      "Amit Daniely---1.0\n",
      "Mathias Lechner---1.0\n",
      "Kai Han---1.0\n",
      "Sylvestre-Alvise Rebuffi---1.0\n",
      "Alireza Nakhaei---1.0\n",
      "David Isele---1.0\n",
      "Kikuo Fujimura---1.0\n",
      "Vidhisha Balachandran---1.0\n",
      "Lichen Wang---1.0\n",
      "Qianqian Ma---1.0\n",
      "Yanchi Liu---1.0\n",
      "Xiaoran Xu---1.0\n",
      "Wei Feng---1.0\n",
      "Yunsheng Jiang---1.0\n",
      "Xiaohui Xie---1.0\n",
      "Xiao Ma---1.0\n",
      "Peter Karkus---1.0\n",
      "Nan Ye---1.0\n",
      "David Hsu---1.0\n",
      "Wee Sun Lee---1.0\n",
      "David W. Romero---1.0\n",
      "Mark Hoogendoorn---1.0\n",
      "Zhoutong Zhang---1.0\n",
      "Yunyun Wang---1.0\n",
      "Stanislaw Jastrzebski---1.0\n",
      "Maciej Szymczak---1.0\n",
      "Kyunghyun Cho*---1.0\n",
      "Krzysztof Geras*---1.0\n",
      "Jeffrey Li---1.0\n",
      "Nikita Moriakov---1.0\n",
      "Jonas Adler---1.0\n",
      "Jonas Teuwen---1.0\n",
      "Jerret Ross---1.0\n",
      "Xiaodong Cui---1.0\n",
      "Chris Reinke---1.0\n",
      "Mayalen Etcheverry---1.0\n",
      "Bruno Mlodozeniec---1.0\n",
      "Yurong You*---1.0\n",
      "Yan Wang*---1.0\n",
      "Wei-Lun Chao*---1.0\n",
      "Divyansh Garg---1.0\n",
      "Bharath Hariharan---1.0\n",
      "Mark Campbell---1.0\n",
      "Sumedha Singla---1.0\n",
      "Brian Pollack---1.0\n",
      "Junxiang Chen---1.0\n",
      "Kayhan Batmanghelich---1.0\n",
      "Pedro O. Pinheiro---1.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nabiha Asghar---1.0\n",
      "Lili Mou---1.0\n",
      "Kira A. Selby---1.0\n",
      "Kevin D. Pantasdo---1.0\n",
      "Fan-Keng Sun*---1.0\n",
      "Cheng-Hao Ho*---1.0\n",
      "Yuyu Zhang---1.0\n",
      "Arun Ramamurthy---1.0\n",
      "Junjie LIU---1.0\n",
      "Zhe XU---1.0\n",
      "Runbin SHI---1.0\n",
      "Ray C. C. Cheung---1.0\n",
      "Hayden K.H. So---1.0\n",
      "Tian Li---1.0\n",
      "Maziar Sanjabi---1.0\n",
      "Yuanming Hu---1.0\n",
      "Luke Anderson---1.0\n",
      "Tzu-Mao Li---1.0\n",
      "Qi Sun---1.0\n",
      "Nathan Carr---1.0\n",
      "Jonathan Ragan-Kelley---1.0\n",
      "Fredo Durand---1.0\n",
      "Piyush Gupta---1.0\n",
      "Nikaash Puri---1.0\n",
      "Sukriti Verma---1.0\n",
      "Dhruv Kayastha---1.0\n",
      "Shripad Deshmukh---1.0\n",
      "Abbas Zeitoun---1.0\n",
      "Jiawei Du---1.0\n",
      "Hu Zhang---1.0\n",
      "Joey Tianyi Zhou---1.0\n",
      "Shiwen Zhang---1.0\n",
      "Sheng Guo---1.0\n",
      "Weilin Huang---1.0\n",
      "Matthew R. Scott---1.0\n",
      "Limin Wang---1.0\n",
      "Pawel Korus---1.0\n",
      "Nasir Memon---1.0\n",
      "Taeuk Kim---1.0\n",
      "Jihun Choi---1.0\n",
      "Daniel Edmiston---1.0\n",
      "Sang-goo Lee---1.0\n",
      "Yangjun Ruan---1.0\n",
      "Liron Bergman---1.0\n",
      "Rex Ying---1.0\n",
      "Matilde Padovano---1.0\n",
      "Hongyu Ren*---1.0\n",
      "Sreyas Mohan---1.0\n",
      "Zahra Kadkhodaie---1.0\n",
      "Carlos Fernandez-Granda---1.0\n",
      "Erik J Bekkers---1.0\n",
      "Henry Zhu---1.0\n",
      "Justin Yu---1.0\n",
      "Dhruv Shah---1.0\n",
      "Amanda Bower---1.0\n",
      "Changdae Park---1.0\n",
      "Lamtharn (Hanoi) Hantrakul---1.0\n",
      "Chenjie Gu---1.0\n",
      "Ki Hyun Kim---1.0\n",
      "Sangwoo Shim---1.0\n",
      "Yongsub Lim---1.0\n",
      "Jongseob Jeon---1.0\n",
      "Jeongwoo Choi---1.0\n",
      "Byungchan Kim---1.0\n",
      "Andre S. Yoon---1.0\n",
      "Martin Szummer---1.0\n",
      "Weihao Yu---1.0\n",
      "Zihang Jiang---1.0\n",
      "Yanfei Dong---1.0\n",
      "Leslie Rice---1.0\n",
      "Jincheng Mei---1.0\n",
      "Ryan Lowe*---1.0\n",
      "Abhinav Gupta*---1.0\n",
      "Sungyong Seo*---1.0\n",
      "Chuizheng Meng*---1.0\n",
      "Xinyu Zhang---1.0\n",
      "Elliott Wolf---1.0\n",
      "Daniel Wintz---1.0\n",
      "Shen Li---1.0\n",
      "Bryan Hooi---1.0\n",
      "Gim Hee Lee---1.0\n",
      "Tie XU---1.0\n",
      "Omri Barak---1.0\n",
      "Tengyu Xu---1.0\n",
      "Saurabh Khanna---1.0\n",
      "Vincent Y. F. Tan---1.0\n",
      "Kefan Dong---1.0\n",
      "Dongsheng An---1.0\n",
      "Yang Guo---1.0\n",
      "Na Lei---1.0\n",
      "Zhongxuan Luo---1.0\n",
      "Shing-Tung Yau---1.0\n",
      "Xianfeng Gu---1.0\n",
      "Sejun Park*---1.0\n",
      "Jaeho Lee*---1.0\n",
      "Qi Cai---1.0\n",
      "Xiandong Zhao---1.0\n",
      "Ying Wang---1.0\n",
      "Xuyi Cai---1.0\n",
      "Cheng Liu---1.0\n",
      "Lei Zhang---1.0\n",
      "Marco Federici---1.0\n",
      "Anjan Dutta---1.0\n",
      "Patrick Forré---1.0\n",
      "Zeynep Akata---1.0\n",
      "Wuyang Chen---1.0\n",
      "Xinyu Gong---1.0\n",
      "Xianming Liu---1.0\n",
      "Michael Luo---1.0\n",
      "Jiahao Yao---1.0\n",
      "Richard Liaw---1.0\n",
      "Eric Liang---1.0\n",
      "Anji Liu---1.0\n",
      "Mingze Yu---1.0\n",
      "Yu Zhai---1.0\n",
      "Xuewen Zhou---1.0\n",
      "Ben Mussay---1.0\n",
      "Margarita Osadchy---1.0\n",
      "Vladimir Braverman---1.0\n",
      "Samson Zhou---1.0\n",
      "Stanislav Morozov---1.0\n",
      "Zhuozhuo Tu---1.0\n",
      "Richard Kurle---1.0\n",
      "Botond Cseke---1.0\n",
      "Alexej Klushyn---1.0\n",
      "Yiheng Zhou---1.0\n",
      "Hongmin Wang---1.0\n",
      "Yunkai Zhang---1.0\n",
      "Hong Wang---1.0\n",
      "Shiyang Li---1.0\n",
      "Xiyou Zhou---1.0\n",
      "Jee Won Park---1.0\n",
      "François Charton---1.0\n",
      "Abdullah Al-Dujaili---1.0\n",
      "Una-May O'Reilly---1.0\n",
      "Bin Bi---1.0\n",
      "Ming Yan---1.0\n",
      "Chen Wu---1.0\n",
      "Jiangnan Xia---1.0\n",
      "Zuyi Bao---1.0\n",
      "Liwei Peng---1.0\n",
      "Luo Si---1.0\n",
      "M Arbel---1.0\n",
      "A Gretton---1.0\n",
      "W Li---1.0\n",
      "G Montufar---1.0\n",
      "Oran Gafni---1.0\n",
      "Jannik Kossen---1.0\n",
      "Karl Stelzner---1.0\n",
      "Marcel Hussing---1.0\n",
      "Claas Voelcker---1.0\n",
      "Ritchie Zhao---1.0\n",
      "Weizhe Hua---1.0\n",
      "Nayun Xu---1.0\n",
      "Edward Suh---1.0\n",
      "Yihe Dong---1.0\n",
      "Ilya Razenshteyn---1.0\n",
      "Tal Wagner---1.0\n",
      "Ziyang Tang*---1.0\n",
      "Bradly C. Stadie---1.0\n",
      "Paul K. Rubenstein---1.0\n",
      "Siqi Sun---1.0\n",
      "Jingjing Liu---1.0\n",
      "Zirui Wang*---1.0\n",
      "Jiateng Xie*---1.0\n",
      "Ruochen Xu---1.0\n",
      "Xuan-Phi Nguyen---1.0\n",
      "Steven Hoi---1.0\n",
      "Susmit Jha---1.0\n",
      "Hermish Mehta---1.0\n",
      "Zhengyuan Zhou---1.0\n",
      "Yi Ma---1.0\n",
      "Hongyi Wang---1.0\n",
      "Dimitris Papailiopoulos---1.0\n",
      "Rui Hou---1.0\n",
      "Matthias Fey---1.0\n",
      "Jan E. Lenssen---1.0\n",
      "Christopher Morris---1.0\n",
      "Nils M. Kriege---1.0\n",
      "Jiemin Fang*---1.0\n",
      "Yuzhu Sun*---1.0\n",
      "Kangjian Peng*---1.0\n",
      "Wenyu Liu---1.0\n",
      "Xinggang Wang---1.0\n",
      "Xin Qiu---1.0\n",
      "Juan Luis Gonzalez Bello---1.0\n",
      "Munchurl Kim---1.0\n",
      "Yan Li---1.0\n",
      "Ethan X.Fang---1.0\n",
      "Wessel P. Bruinsma---1.0\n",
      "Andrew Y. K. Foong---1.0\n",
      "James Requeima---1.0\n",
      "Yann Dubois---1.0\n",
      "Wangchunshu Zhou---1.0\n",
      "Tao Ge---1.0\n",
      "Rosalia Schneider---1.0\n",
      "Tabish Rashid---1.0\n",
      "Bei Peng---1.0\n",
      "Hanqing Zeng---1.0\n",
      "Hongkuan Zhou---1.0\n",
      "Ajitesh Srivastava---1.0\n",
      "Rajgopal Kannan---1.0\n",
      "Viktor Prasanna---1.0\n",
      "Matthew Trager---1.0\n",
      "Kathlén Kohn---1.0\n",
      "Alex Vitvitskyi---1.0\n",
      "Daniel Guo---1.0\n",
      "Olivier Tieleman---1.0\n",
      "Andrew Bolt---1.0\n",
      "Huaxiu Yao---1.0\n",
      "Xian Wu---1.0\n",
      "Zhiqiang Tao---1.0\n",
      "Bolin Ding---1.0\n",
      "Ruirui Li---1.0\n",
      "Zhenhui Li---1.0\n",
      "Zachary Teed---1.0\n",
      "Md Amirul Islam*---1.0\n",
      "Sen Jia*---1.0\n",
      "Neil D. B. Bruce---1.0\n",
      "Tianyi Liu---1.0\n",
      "Gengchen Mai---1.0\n",
      "Krzysztof Janowicz---1.0\n",
      "Bo Yan---1.0\n",
      "Rui Zhu---1.0\n",
      "Ling Cai---1.0\n",
      "Divam Gupta---1.0\n",
      "Ramachandran Ramjee---1.0\n",
      "Nipun Kwatra---1.0\n",
      "Muthian Sivathanu---1.0\n",
      "Mary Phuong---1.0\n",
      "Christoph H. Lampert---1.0\n",
      "Kyungsun Lim---1.0\n",
      "Nyeong-Ho Shin---1.0\n",
      "Young-Yoon Lee---1.0\n",
      "Chang-Su Kim---1.0\n",
      "Bennet Breier---1.0\n",
      "Shaohua Zhang---1.0\n",
      "Aviv Gabbay---1.0\n",
      "Yixuan Qiu---1.0\n",
      "Lingsong Zhang---1.0\n",
      "Kalpit Thakkar---1.0\n",
      "Hujun Yin---1.0\n",
      "Felix Dangel---1.0\n",
      "Frederik Kunstner---1.0\n",
      "Yixiao Ge---1.0\n",
      "Dapeng Chen---1.0\n",
      "Hongsheng Li---1.0\n",
      "Tianzhe Wang---1.0\n",
      "Zhekai Zhang---1.0\n",
      "Atsuhiro Noguchi---1.0\n",
      "Sam Lobel*---1.0\n",
      "Chunyuan Li*---1.0\n",
      "Siddharth Reddy---1.0\n",
      "Anca D. Dragan---1.0\n",
      "David Dehaene---1.0\n",
      "Oriel Frigo---1.0\n",
      "Sébastien Combrexelle---1.0\n",
      "Pierre Eline---1.0\n",
      "Mart van Baalen---1.0\n",
      "Stephen Tu---1.0\n",
      "Róger Bermúdez-Chacón---1.0\n",
      "Pascal Fua---1.0\n",
      "Sat Chatterjee---1.0\n",
      "Melih Elibol---1.0\n",
      "Lihua Lei---1.0\n",
      "Vitaly Shmatikov---1.0\n",
      "Mohammed J. Zaki---1.0\n",
      "Egor V. Kostylev---1.0\n",
      "Mikael Monet---1.0\n",
      "Juan Reutter---1.0\n",
      "Juan Pablo Silva---1.0\n",
      "Jinhua Zhu---1.0\n",
      "Lijun Wu---1.0\n",
      "Wengang Zhou---1.0\n",
      "Houqiang Li---1.0\n",
      "Hao Lu---1.0\n",
      "Xingwen Zhang---1.0\n",
      "Shuang Yang---1.0\n",
      "Jinyuan Jia---1.0\n",
      "Xiaoyu Cao---1.0\n",
      "Binghui Wang---1.0\n",
      "Neil Zhenqiang Gong---1.0\n",
      "Eduard Gorbunov---1.0\n",
      "El Houcine Bergou---1.0\n",
      "Peter Richtarik---1.0\n",
      "Arsalan Sharifnassab---1.0\n",
      "Saber Salehkaleybar---1.0\n",
      "S. Jamaloddin Golestani---1.0\n",
      "Christof Angermueller---1.0\n",
      "Ramya Deshpande---1.0\n",
      "Lucy Colwell---1.0\n",
      "Chen Zhao---1.0\n",
      "Chenyan Xiong---1.0\n",
      "Corby Rosset---1.0\n",
      "Paul Bennett---1.0\n",
      "Ondrej Skopek---1.0\n",
      "Duo Wang---1.0\n",
      "Xinjie Fan---1.0\n",
      "Zhendong Wang---1.0\n",
      "Biswajit Paria---1.0\n",
      "Ian E.H. Yen---1.0\n",
      "Yuanbo Xiangli*---1.0\n",
      "Yubin Deng*---1.0\n",
      "Bowen Liu*---1.0\n",
      "Joseph Gomes---1.0\n",
      "Vijay Pande---1.0\n",
      "Yao Shu---1.0\n",
      "Shaofeng Cai---1.0\n",
      "Vipul Gupta---1.0\n",
      "Santiago Akle Serrano---1.0\n",
      "Dennis DeCoste---1.0\n",
      "Guojun Zhang---1.0\n",
      "Abulhair Saparov---1.0\n",
      "Ruicheng Xian---1.0\n",
      "Duygu Ataman---1.0\n",
      "Wilker Aziz---1.0\n",
      "Alexandra Birch---1.0\n",
      "Adam W. Harley---1.0\n",
      "Shrinidhi K. Lakshmikanth---1.0\n",
      "Fangyu Li---1.0\n",
      "Xian Zhou---1.0\n",
      "Hsiao-Yu Fish Tung---1.0\n",
      "Katerina Fragkiadaki---1.0\n",
      "Vikranth Dwaracherla---1.0\n",
      "Xiuyuan Lu---1.0\n",
      "Morteza Ibrahimi---1.0\n",
      "Zheng Wen---1.0\n",
      "Aditya Paliwal---1.0\n",
      "Felix Gimeno---1.0\n",
      "Vinod Nair---1.0\n",
      "Miles Lubin---1.0\n",
      "Daniel Golovin---1.0\n",
      "John Karro---1.0\n",
      "Greg Kochanski---1.0\n",
      "Chansoo Lee---1.0\n",
      "Preetum Nakkiran---1.0\n",
      "Gal Kaplun---1.0\n",
      "Tristan Yang---1.0\n",
      "Boaz Barak---1.0\n",
      "Sachin Mehta---1.0\n",
      "Rik Koncel-Kedziorski---1.0\n",
      "Mohammad Rastegari---1.0\n",
      "Hengyuan Hu---1.0\n",
      "Jakob N Foerster---1.0\n",
      "Chang Xiao---1.0\n",
      "Peilin Zhong---1.0\n",
      "Changxi Zheng---1.0\n",
      "Rajesh Jayaram---1.0\n",
      "Cecilia Summers---1.0\n",
      "Michael J. Dinneen---1.0\n",
      "Marin Biloš---1.0\n",
      "Tsui-Wei Weng---1.0\n",
      "Krishnamurthy (Dj) Dvijotham*---1.0\n",
      "Kai Xiao*---1.0\n",
      "Sven Gowal*---1.0\n",
      "Robert Stanforth*---1.0\n",
      "Golnaz Ghiasi---1.0\n",
      "Feng Liang---1.0\n",
      "Chen Lin---1.0\n",
      "Ronghao Guo---1.0\n",
      "Ming Sun---1.0\n",
      "Kiante Brantley---1.0\n",
      "Arthur Jacot---1.0\n",
      "Franck Gabriel---1.0\n",
      "Clement Hongler---1.0\n",
      "Byeongchang Kim---1.0\n",
      "Jaewoo Ahn---1.0\n",
      "Ze Wang---1.0\n",
      "Kede Ma---1.0\n",
      "Kai Zhang---1.0\n",
      "Yaokang Zhu---1.0\n",
      "Sifan Liu---1.0\n",
      "Edgar Dobriban---1.0\n",
      "Dong Yan---1.0\n",
      "Zhenyi Wang---1.0\n",
      "Yang Zhao---1.0\n",
      "Ping Yu---1.0\n",
      "Masso Utiyama---1.0\n",
      "Chicheng Zhang---1.0\n",
      "Alekh Agarwal---1.0\n",
      "Kevin Lin---1.0\n",
      "Muhan Zhang---1.0\n",
      "Yixin Chen---1.0\n",
      "George Stamatescu---1.0\n",
      "Federica Gerace---1.0\n",
      "Carlo Lucibello---1.0\n",
      "Ian Fuss---1.0\n",
      "Langford White---1.0\n",
      "Kalpesh Krishna---1.0\n",
      "Tianyu Pang---1.0\n",
      "Yinpeng Dong---1.0\n",
      "Ning Chen---1.0\n",
      "Zhihui Zhu---1.0\n",
      "Luisa Zintgraf---1.0\n",
      "Kyriacos Shiarlis---1.0\n",
      "Sebastian Schulze---1.0\n",
      "Benyou Wang---1.0\n",
      "Donghao Zhao---1.0\n",
      "Qiuchi Li---1.0\n",
      "Ron Mokady---1.0\n",
      "Amit Bermano---1.0\n",
      "Jiayi Wei---1.0\n",
      "Maruth Goyal---1.0\n",
      "Greg Durrett---1.0\n",
      "Isil Dillig---1.0\n",
      "Ziqi Wang*---1.0\n",
      "Yujia Qin*---1.0\n",
      "Jun Yan---1.0\n",
      "Qinyuan Ye---1.0\n",
      "Leonardo Neves---1.0\n",
      "Steffen Schneider---1.0\n",
      "Anand Bhattad---1.0\n",
      "Min Jin Chong---1.0\n",
      "Kaizhao Liang---1.0\n",
      "Christian Rupprecht---1.0\n",
      "Leopold Cambier---1.0\n",
      "Anahita Bhiwandiwalla---1.0\n",
      "Ting Gong---1.0\n",
      "Oguz H. Elibol---1.0\n",
      "Mehran Nekuii---1.0\n",
      "Hanlin Tang---1.0\n",
      "Ferran Alet*---1.0\n",
      "Martin F. Schneider*---1.0\n",
      "Tomas Lozano-Perez---1.0\n",
      "Yash Sharma---1.0\n",
      "Reinhard Heckel and Mahdi Soltanolkotabi---1.0\n",
      "Yikang Li---1.0\n",
      "Travis Dick---1.0\n",
      "Manuel Lang---1.0\n",
      "Abhishek Shetty---1.0\n",
      "Xuanyi Dong---1.0\n",
      "Nathan De Lara---1.0\n",
      "Baoxiang Wang---1.0\n",
      "Jiajin Li---1.0\n",
      "Siu On Chan---1.0\n",
      "Karthikeyan Natesan Ramamurthy---1.0\n",
      "William Qi---1.0\n",
      "Ravi Teja Mullapudi---1.0\n",
      "Felix X. Yu---1.0\n",
      "Yin-Wen Chang---1.0\n",
      "Chengxi Ye---1.0\n",
      "Matthew Evanusa---1.0\n",
      "Hua He---1.0\n",
      "Anton Mitrokhin---1.0\n",
      "James A. Yorke---1.0\n",
      "Cornelia Fermuller---1.0\n",
      "Roberta Raileanu---1.0\n",
      "Igor Glitschenski---1.0\n",
      "Wilko Schwarting---1.0\n",
      "Roshni Sahoo---1.0\n",
      "Alexander Amini---1.0\n",
      "Sertac Karaman---1.0\n",
      "Alvaro Sanchez-Gonzalez---1.0\n",
      "Nimrod Segol---1.0\n",
      "Kevin Clark---1.0\n",
      "Ali Borji---1.0\n",
      "Sikun Lin---1.0\n",
      "Peter Y. Wang---1.0\n",
      "Matthew Chin---1.0\n",
      "Cheolhyoung Lee---1.0\n",
      "Wanmo Kang---1.0\n",
      "Xueliang Zhao---1.0\n",
      "Hung-Yu Tseng---1.0\n",
      "Hsin-Ying Lee---1.0\n",
      "Qian Long*---1.0\n",
      "Zihan Zhou*---1.0\n",
      "Fei Fang---1.0\n",
      "Yi Wu†---1.0\n",
      "Xiaolong Wang†---1.0\n",
      "Karl Schulz---1.0\n",
      "Leon Sixt---1.0\n",
      "Tim Landgraf---1.0\n",
      "Shiyu Huang---1.0\n",
      "Ruqi Zhang---1.0\n",
      "Jianyi Zhang---1.0\n",
      "AkshatKumar Nigam---1.0\n",
      "Pascal Friederich---1.0\n",
      "Mario Krenn---1.0\n",
      "Alan Aspuru-Guzik---1.0\n",
      "Christopher Yeh---1.0\n",
      "Tanqiu Jiang---1.0\n",
      "Yi Li---1.0\n",
      "Honghao Lin---1.0\n",
      "Yisong Ruan---1.0\n",
      "Erik Wijmans---1.0\n",
      "Abhishek Kadian---1.0\n",
      "Irfan Essa---1.0\n",
      "Manolis Savva---1.0\n",
      "Prithviraj Ammanabrolu---1.0\n",
      "Dongxian Wu---1.0\n",
      "Shu-Tao Xia---1.0\n",
      "Pedro Tabacof---1.0\n",
      "Luca Costabello---1.0\n",
      "Keyulu Xu---1.0\n",
      "Jingling Li---1.0\n",
      "Yaofeng Desmond Zhong---1.0\n",
      "Biswadip Dey---1.0\n",
      "Amit Chakraborty---1.0\n",
      "Tribhuvanesh Orekondy---1.0\n",
      "Xuanyuan Luo---1.0\n",
      "Mingda Qiao---1.0\n",
      "Andreas Madsen---1.0\n",
      "Alexander Rosenberg Johansen---1.0\n",
      "Vincent Liu---1.0\n",
      "Alan Chan---1.0\n",
      "Adam White---1.0\n",
      "Junnan Li---1.0\n",
      "Akanksha Atrey---1.0\n",
      "Kaleigh Clary---1.0\n",
      "David Jensen---1.0\n",
      "Xuelin Chen---1.0\n",
      "Baoquan Chen---1.0\n",
      "Niloy J. Mitra---1.0\n",
      "Baichuan Yuan---1.0\n",
      "Chang Zhou---1.0\n",
      "Andrea L. Bertozzi---1.0\n",
      "da Xu---1.0\n",
      "chuanwei ruan---1.0\n",
      "evren korpeoglu---1.0\n",
      "sushant kumar---1.0\n",
      "kannan achan---1.0\n",
      "Jaideep Vitthal Murkute---1.0\n",
      "Prashnna Kumar Gyawali---1.0\n",
      "Linwei Wang---1.0\n",
      "Shir Gur---1.0\n",
      "Tal Shaharabany---1.0\n",
      "Tyler Zhu---1.0\n",
      "Pascal Lamblin---1.0\n",
      "Pierre-Antoine Manzagol---1.0\n",
      "Xutai Ma---1.0\n",
      "Liezl Puzon---1.0\n",
      "Allan Zhou---1.0\n",
      "Daniel Kappler---1.0\n",
      "Alex Herzog---1.0\n",
      "Mohi Khansari---1.0\n",
      "Paul Wohlhart---1.0\n",
      "Yunfei Bai---1.0\n",
      "Mrinal Kalakrishnan---1.0\n",
      "Ang Li---1.0\n",
      "Qinjie Lin---1.0\n",
      "Guo Ye---1.0\n",
      "Igor Lovchinsky---1.0\n",
      "Alon Daks---1.0\n",
      "Israel Malkin---1.0\n",
      "Ardavan Saeedi---1.0\n",
      "Swami Sankaranarayanan---1.0\n",
      "Tomer Gafner---1.0\n",
      "Ben Sternlieb---1.0\n",
      "Patrick Maher---1.0\n",
      "Nathan Silberman---1.0\n",
      "Zaixiang Zheng---1.0\n",
      "Shujian Huang---1.0\n",
      "Xin-Yu Dai---1.0\n",
      "Tsung-Yen Yang---1.0\n",
      "Justinian Rosca---1.0\n",
      "Peter J. Ramadge---1.0\n",
      "Chungkuk Yoo---1.0\n",
      "Bumsoo Kang---1.0\n",
      "Minsik Cho---1.0\n",
      "Tri Dao---1.0\n",
      "Nimit Sohoni---1.0\n",
      "Matthew Eichhorn---1.0\n",
      "Amit Blonder---1.0\n",
      "Atri Rudra---1.0\n",
      "Maximilian Baader---1.0\n",
      "Donghyun Na---1.0\n",
      "Hayeon Lee---1.0\n",
      "Sina Baharlouei---1.0\n",
      "Maher Nouiehed---1.0\n",
      "Meisam Razaviyayn---1.0\n",
      "Alix Lhéritier---1.0\n",
      "Duc Tam Nguyen---1.0\n",
      "Chaithanya Kumar Mummadi---1.0\n",
      "Thi Phuong Nhung Ngo---1.0\n",
      "Thi Hoai Phuong Nguyen---1.0\n",
      "Laura Beggel---1.0\n",
      "Babak Ehteshami Bejnordi---1.0\n",
      "Luis Barba---1.0\n",
      "Daniil Dmitriev---1.0\n",
      "Yiǧitcan Kaya---1.0\n",
      "Tudor Dumitraş---1.0\n",
      "Archit Sharma---1.0\n",
      "Kimon Antonakopoulos---1.0\n",
      "E. Veronica Belmega---1.0\n",
      "Thomas Kipf---1.0\n",
      "Ilia Kulikov---1.0\n",
      "Kai Xu---1.0\n",
      "Michael U. Gutmann---1.0\n",
      "Zhenyu Shi*---1.0\n",
      "Runsheng Yu*---1.0\n",
      "Xinrun Wang*---1.0\n",
      "Rundong Wang---1.0\n",
      "Youzhi Zhang---1.0\n",
      "Hanjiang Lai---1.0\n",
      "Bo An---1.0\n",
      "Tuomas Haarnoja---1.0\n",
      "Mengtian Li---1.0\n",
      "Ersin Yumer---1.0\n",
      "Roy Mor---1.0\n",
      "Erez Peterfreund---1.0\n",
      "Matan Gavish---1.0\n",
      "Tonmoy Saikia---1.0\n",
      "Yassine Marrakchi---1.0\n",
      "Hongbin Pei---1.0\n",
      "Bingzhe Wei---1.0\n",
      "Kevin Chen-Chuan Chang---1.0\n",
      "Yu Lei---1.0\n",
      "Bo Yang---1.0\n",
      "Borja Balle---1.0\n",
      "Andras Gyorgy---1.0\n",
      "Kai Xiao---1.0\n",
      "Roman Remme---1.0\n",
      "Wenhao Yang---1.0\n",
      "Shusen Wang---1.0\n",
      "Hanpeng Liu---1.0\n",
      "Xue Feng---1.0\n",
      "Eric Zhou---1.0\n",
      "Hang Gao---1.0\n",
      "Lasse Espeholt---1.0\n",
      "Raphaël Marinier---1.0\n",
      "Piotr Stanczyk---1.0\n",
      "Marcin Michalski‎---1.0\n",
      "Jisoo Lee---1.0\n",
      "Joonyoung Yi---1.0\n",
      "Juhyuk Lee---1.0\n",
      "Kwang Joon Kim---1.0\n",
      "Sean Augenstein---1.0\n",
      "Swaroop Ramaswamy---1.0\n",
      "Mingqing Chen---1.0\n",
      "Rajiv Mathews---1.0\n",
      "Blaise Aguera y Arcas---1.0\n",
      "Urvashi Khandelwal---1.0\n",
      "Jieru Mei---1.0\n",
      "Yingwei Li---1.0\n",
      "Xiaochen Lian---1.0\n",
      "Harry Lang---1.0\n",
      "Stefan Uhlich---1.0\n",
      "Fabien Cardinaux---1.0\n",
      "Kazuki Yoshiyama---1.0\n",
      "Javier Alonso Garcia---1.0\n",
      "Stephen Tiedemann---1.0\n",
      "Thomas Kemp---1.0\n",
      "Akira Nakamura---1.0\n",
      "Alexander Lyzhov---1.0\n",
      "Ivan Sosnovik---1.0\n",
      "Michał Szmaja---1.0\n",
      "Arnold Smeulders---1.0\n",
      "Ruofan Liang---1.0\n",
      "Tianlin Li---1.0\n",
      "Longfei Li---1.0\n",
      "Jing Wang---1.0\n",
      "Antoine Plumerault---1.0\n",
      "Hervé Le Borgne---1.0\n",
      "Céline Hudelot---1.0\n",
      "Anelia Angelova---1.0\n",
      "Daria Stepanova---1.0\n",
      "Csaba Domokos---1.0\n",
      "Divyansh Kaushik---1.0\n",
      "Taylan Cemgil---1.0\n",
      "Sumedh Ghaisas---1.0\n",
      "Jonathan Hseu---1.0\n",
      "Xiaodan Song---1.0\n",
      "James Demmel---1.0\n",
      "Kurt Keutzer---1.0\n",
      "Michael Volpp---1.0\n",
      "Lukas Froehlich---1.0\n",
      "Kirsten Fischer---1.0\n",
      "Andreas Doerr---1.0\n",
      "Christian Daniel---1.0\n",
      "Aliakbar Panahi---1.0\n",
      "Seyran Saeedi---1.0\n",
      "Tom Arodz---1.0\n",
      "Robert A. Vandermeulen---1.0\n",
      "Nico Görnitz---1.0\n",
      "Alexander Binder---1.0\n",
      "Emmanuel Müller---1.0\n",
      "Daniel Stoller---1.0\n",
      "Sebastian Ewert---1.0\n",
      "Simon Dixon---1.0\n",
      "Julien Siems---1.0\n",
      "Benjamin Ummenhofer---1.0\n",
      "Sergey Edunov---1.0\n",
      "Ioana Bica---1.0\n",
      "Ahmed M Alaa---1.0\n",
      "Kaichun Mo---1.0\n",
      "Zhiao Huang---1.0\n",
      "Jiarui Xu---1.0\n",
      "Siyu Hu---1.0\n",
      "Masao Utiyama---1.0\n",
      "Chongyi Zheng---1.0\n",
      "Justus Thies---1.0\n",
      "Michael Zollhöfer---1.0\n",
      "Christian Theobalt---1.0\n",
      "Marc Stamminger---1.0\n",
      "Yifan Hou---1.0\n",
      "Kaili Ma---1.0\n",
      "Richard T. B. Ma---1.0\n",
      "Hongzhi Chen---1.0\n",
      "Ming-Chang Yang---1.0\n",
      "Daniel Keysers---1.0\n",
      "Nathanael Schärli---1.0\n",
      "Nathan Scales---1.0\n",
      "Hylke Buisman---1.0\n",
      "Daniel Furrer---1.0\n",
      "Sergii Kashubin---1.0\n",
      "Nikola Momchev---1.0\n",
      "Danila Sinopalnikov---1.0\n",
      "Lukasz Stafiniak---1.0\n",
      "Tibor Tihon---1.0\n",
      "Dmitry Tsarkov---1.0\n",
      "Marc van Zee---1.0\n",
      "Srinivas Aluru---1.0\n",
      "Johannes von Oswald---1.0\n",
      "Christian Henning---1.0\n",
      "João Sacramento---1.0\n",
      "Benjamin F. Grewe---1.0\n",
      "Vlad Firoiu---1.0\n",
      "Casey Chu---1.0\n",
      "Kentaro Minami---1.0\n",
      "Xuwang Yin---1.0\n",
      "Gustavo K Rohde---1.0\n",
      "Jessica Lee---1.0\n",
      "Silviu Pitis---1.0\n",
      "Kiarash Jamali---1.0\n",
      "Hyungjun Kim---1.0\n",
      "Kyungsu Kim---1.0\n",
      "Jinseok Kim---1.0\n",
      "Martino Milani---1.0\n",
      "Frédérick Gusset---1.0\n",
      "Taewook Nam---1.0\n",
      "Shweta Mahajan---1.0\n",
      "Iryna Gurevych---1.0\n",
      "Stefan Roth---1.0\n",
      "Hanshu YAN---1.0\n",
      "Jiawei DU---1.0\n",
      "Vincent TAN---1.0\n",
      "Jiashi FENG---1.0\n",
      "Sepehr Janghorbani---1.0\n",
      "Gerard De Melo---1.0\n",
      "Yi Lin Sung---1.0\n",
      "Saar Barkai---1.0\n",
      "Ido Hakimi---1.0\n",
      "Assaf Schuster---1.0\n",
      "Yunhan Jia---1.0\n",
      "Yantao Lu---1.0\n",
      "Junjie Shen---1.0\n",
      "Qi Alfred Chen---1.0\n",
      "Hao Chen---1.0\n",
      "Zhenyu Zhong---1.0\n",
      "Tao Wei---1.0\n",
      "Yujia Bao---1.0\n",
      "Menghua Wu---1.0\n",
      "James Clift---1.0\n",
      "Dmitry Doryn---1.0\n",
      "Daniel Murfet---1.0\n",
      "James Wallbridge---1.0\n",
      "Seb Noury---1.0\n",
      "Dan Belov---1.0\n",
      "Matthew M. Botvinick---1.0\n",
      "Dongsu Zhang---1.0\n",
      "Sarah Loos---1.0\n",
      "Kshitij Bansal---1.0\n",
      "Brenden Petersen---1.0\n",
      "Daniel Faissol---1.0\n",
      "Sunny Duan---1.0\n",
      "Nick Watters---1.0\n",
      "Chris Burgess---1.0\n",
      "Natalia Neverova---1.0\n",
      "Julien Mille---1.0\n",
      "GiTaek Kwon---1.0\n",
      "Steven Cao---1.0\n",
      "Dan Klein---1.0\n",
      "Guneet Singh Dhillon---1.0\n",
      "Jeevana Priya Inala---1.0\n",
      "Wei Yu---1.0\n",
      "Yichao Lu---1.0\n",
      "Steve Easterbrook---1.0\n",
      "Anil Kag---1.0\n",
      "Ziming Zhang---1.0\n",
      "Venkatesh Saligrama---1.0\n",
      "Kexin Yi---1.0\n",
      "Kaicheng Yu---1.0\n",
      "Christian Sciuto---1.0\n",
      "Tanmay Shankar---1.0\n",
      "Weixun Wang---1.0\n",
      "Tianpei Yang---1.0\n",
      "Yong Liu---1.0\n",
      "Xiaotian Hao---1.0\n",
      "Yujing Hu---1.0\n",
      "Yingfeng Chen---1.0\n",
      "Changjie Fan---1.0\n",
      "Yao Fu---1.0\n",
      "Ethan Dyer---1.0\n",
      "Hongce Zhang---1.0\n",
      "Aarti Gupta---1.0\n",
      "Toby Walsh---1.0\n",
      "Rowan McAllister---1.0\n",
      "Liyao Xiang---1.0\n",
      "Haotian Ma---1.0\n",
      "Yifan Zhang---1.0\n",
      "Jie Ren---1.0\n",
      "Piotr Aleksander Sokół---1.0\n",
      "Zhouxing Shi---1.0\n",
      "Minlie Huang---1.0\n",
      "Miguel Jaques---1.0\n",
      "Michael Burke---1.0\n",
      "Timothy Hospedales---1.0\n",
      "Nitin Rathi---1.0\n",
      "Gopalakrishnan Srinivasan---1.0\n",
      "Priyadarshini Panda---1.0\n",
      "Kaushik Roy---1.0\n",
      "Jatin Chauhan---1.0\n",
      "Deepak Nathani---1.0\n",
      "Manohar Kaul---1.0\n",
      "Vinayak Tantia---1.0\n",
      "Michael Rabbat---1.0\n",
      "Gábor Berend---1.0\n",
      "Junho Kim---1.0\n",
      "Minjae Kim---1.0\n",
      "Hyeonwoo Kang---1.0\n",
      "Kwang Hee Lee---1.0\n",
      "Najam Zaidi---1.0\n",
      "Trevor Cohn---1.0\n",
      "Gholamreza Haffari---1.0\n",
      "Niladri Chatterji---1.0\n",
      "Chulin Xie---1.0\n",
      "Keli Huang---1.0\n",
      "Jacob Beck---1.0\n",
      "Rae Jeong---1.0\n",
      "Jackie Kay---1.0\n",
      "Kevin Liang---1.0\n",
      "Hiroshi Abe---1.0\n",
      "Tomoaki Nishimura---1.0\n",
      "Alekh Ashok---1.0\n",
      "Qingfeng Lan---1.0\n",
      "Alona Fyshe---1.0\n",
      "Samuel Humeau---1.0\n",
      "Marie-Anne Lachaux---1.0\n",
      "Alex Renda---1.0\n",
      "Joshua Meier---1.0\n",
      "Alexander Rives---1.0\n",
      "Rohan Chitnis---1.0\n",
      "Chandra Bhagavatula---1.0\n",
      "Ronan Le Bras---1.0\n",
      "Chaitanya Malaviya---1.0\n",
      "Keisuke Sakaguchi---1.0\n",
      "Doug Downey---1.0\n",
      "Alejandro Molina---1.0\n",
      "Patrick Schramowski---1.0\n",
      "Shiori Sagawa*---1.0\n",
      "Pang Wei Koh*---1.0\n",
      "Tatsunori B. Hashimoto---1.0\n",
      "Huanrui Yang---1.0\n",
      "Yucen Luo---1.0\n",
      "Lampros Flokas---1.0\n",
      "Sebastian Racaniere---1.0\n",
      "Peter Toth---1.0\n",
      "Timothy Tadros---1.0\n",
      "Giri Krishnan---1.0\n",
      "Ramyaa Ramyaa---1.0\n",
      "Maxim Bazhenov---1.0\n",
      "Nuttapong Chentanez---1.0\n",
      "Stefan Jeschke---1.0\n",
      "Kafeng Wang---1.0\n",
      "Cheng-Zhong Xu---1.0\n",
      "Hangfeng He---1.0\n",
      "Ted Xiao---1.0\n",
      "Dmitry Kalashnikov---1.0\n",
      "Alexander Herzog---1.0\n",
      "Oscar Täckström---1.0\n",
      "Benjamin James Lansdell---1.0\n",
      "Prashanth Ravi Prakash---1.0\n",
      "Konrad Paul Kording---1.0\n",
      "Jiajun Shen---1.0\n",
      "Boris Hanin---1.0\n",
      "Mihai Nica---1.0\n",
      "Shangmin Guo---1.0\n",
      "Shay B. Cohen---1.0\n",
      "Simon Kirby---1.0\n",
      "Jingzhao Zhang---1.0\n",
      "Piotr Miłos---1.0\n",
      "Błażej Osiński---1.0\n",
      "Roy H Campbell---1.0\n",
      "Konrad Czechowski---1.0\n",
      "Henryk Michalewski---1.0\n",
      "Michalis K. Titsias---1.0\n",
      "Carlo D'Eramo---1.0\n",
      "Davide Tateo---1.0\n",
      "Andrea Bonarini---1.0\n",
      "Marcello Restelli---1.0\n",
      "Anna Potapenko---1.0\n",
      "Chloe Hillier---1.0\n",
      "Timothy P. Lillicrap---1.0\n",
      "Vaggos Chatziafratis---1.0\n",
      "Sai Ganesh Nagarajan---1.0\n",
      "Ioannis Panageas---1.0\n",
      "Larissa Laich---1.0\n",
      "Ruosi Wan---1.0\n",
      "Yichen Wei---1.0\n",
      "Amanda Coston---1.0\n",
      "Wenbing Huang---1.0\n",
      "Tingyang Xu---1.0\n",
      "Yiming Ying---1.0\n",
      "Rong Ye---1.0\n",
      "Wenxian Shi---1.0\n",
      "Dongrui Wu---1.0\n",
      "Bobak Shahriari---1.0\n",
      "Richard Tanburn---1.0\n",
      "Duncan Williams---1.0\n",
      "Worlds Team---1.0\n",
      "Jiachen Hu---1.0\n",
      "Jiechuan Jiang---1.0\n",
      "Chen Dun---1.0\n",
      "Zongqing Lu---1.0\n",
      "Oleg Arenz---1.0\n",
      "Akari Asai---1.0\n",
      "Yaxiong Yuan---1.0\n",
      "Avraam Chatzimichailidis---1.0\n",
      "Ruud JG van Sloun---1.0\n",
      "Lei Lei---1.0\n",
      "Symeon Chatzinotas---1.0\n",
      "Matilde Gargiani---1.0\n",
      "Andrea Zanelli---1.0\n",
      "Quoc Tran Dinh---1.0\n",
      "Moritz Diehl---1.0\n",
      "Xin Xing---1.0\n",
      "Pengyu Hong---1.0\n",
      "Zuofeng Shang---1.0\n",
      "Jun S. Liu---1.0\n",
      "Jan Buys---1.0\n",
      "Leo Du---1.0\n",
      "Maxwell Forbes---1.0\n",
      "Micah Goldblum---1.0\n",
      "Jonas Geiping---1.0\n",
      "Avi Schwarzschild---1.0\n",
      "Antoine Yang---1.0\n",
      "Pedro M. Esperança---1.0\n",
      "Fabio M. Carlucci---1.0\n",
      "Adam Gleave---1.0\n",
      "Michael Dennis---1.0\n",
      "Cody Wild---1.0\n",
      "Stuart Russell---1.0\n",
      "Tom Anthony---1.0\n",
      "Joel Leibo---1.0\n",
      "Chen Liang---1.0\n",
      "David Madras---1.0\n",
      "James Atwood---1.0\n",
      "Alexander D'Amour---1.0\n",
      "Runzhong Wang---1.0\n",
      "Peter Sorrenson---1.0\n",
      "Mandar Chandorkar---1.0\n",
      "Cyril Furtlehner---1.0\n",
      "Bala Poduval---1.0\n",
      "Enrico Camporeale---1.0\n",
      "Jiexiong Tang---1.0\n",
      "Hanme Kim---1.0\n",
      "Sudeep Pillai---1.0\n",
      "Qian Lou---1.0\n",
      "Feng Guo---1.0\n",
      "Minje Kim---1.0\n",
      "Lantao Liu---1.0\n",
      "Lei Jiang.---1.0\n",
      "Shell Xu Hu---1.0\n",
      "Pablo Moreno---1.0\n",
      "Yang Xiao---1.0\n",
      "Neil Lawrence---1.0\n",
      "Sai Raam Venkataraman---1.0\n",
      "S. Balasubramanian---1.0\n",
      "R. Raghunatha Sarma---1.0\n",
      "Zhan Shi---1.0\n",
      "Liangjian Wen---1.0\n",
      "Yiji Zhou---1.0\n",
      "Lirong He---1.0\n",
      "Dexter R.R. Scobee---1.0\n",
      "Zhixuan Lin---1.0\n",
      "Yi-Fu Wu---1.0\n",
      "Skand Vishwanath Peri---1.0\n",
      "Weihao Sun---1.0\n",
      "Yilun Xu---1.0\n",
      "Russell Stewart---1.0\n",
      "Jianyu Zhang---1.0\n",
      "Francesco Croce---1.0\n",
      "Dan Hendrycks*---1.0\n",
      "Norman Mu*---1.0\n",
      "Ekin Dogus Cubuk---1.0\n",
      "Gino Brunner---1.0\n",
      "Damian Pascual---1.0\n",
      "Oliver Richter---1.0\n",
      "Roger Wattenhofer---1.0\n",
      "Jordan Guerguiev---1.0\n",
      "Blake Richards---1.0\n",
      "Iris A.M. Huijben---1.0\n",
      "Ruud J.G. van Sloun---1.0\n",
      "Gil Lederman---1.0\n",
      "Sanjit Seshia---1.0\n",
      "Edward A. Lee---1.0\n",
      "Rong Zhu---1.0\n",
      "Sheng Yang---1.0\n",
      "Andreas Pfadler---1.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zhengping Qian---1.0\n",
      "Ting-Kuei Hu---1.0\n",
      "Min Du---1.0\n",
      "Dongqi Han---1.0\n",
      "Kenji Doya---1.0\n",
      "Jun Tani---1.0\n",
      "Chieh-Hsin Lai---1.0\n",
      "John Zarka---1.0\n",
      "Louis Thiry---1.0\n",
      "Tomas Angles---1.0\n",
      "Stephane Mallat---1.0\n",
      "Negar Hassanpour---1.0\n",
      "Russell Greiner---1.0\n",
      "David J. Schwab---1.0\n",
      "Todor Markov---1.0\n",
      "Glenn Powell---1.0\n",
      "Bob McGrew---1.0\n",
      "Chenhui Deng---1.0\n",
      "Yiding Jiang*---1.0\n",
      "Behnam Neyshabur*---1.0\n",
      "Johannes C. Thiele---1.0\n",
      "Olivier Bichler---1.0\n",
      "Antoine Dupret---1.0\n",
      "Xingzhe He---1.0\n",
      "Helen Lu Cao---1.0\n",
      "Bo Zhu---1.0\n",
      "Janek Groß---1.0\n",
      "Federico Errica---1.0\n",
      "Marco Podda---1.0\n",
      "Davide Bacciu---1.0\n",
      "Alessio Micheli---1.0\n",
      "Byung Hoon Ahn---1.0\n",
      "Prannoy Pilligundla---1.0\n",
      "Hadi Esmaeilzadeh---1.0\n",
      "Binxin Ru---1.0\n",
      "Adam Cobb---1.0\n",
      "Arno Blaas---1.0\n",
      "Stefan Bauer---1.0\n",
      "Iordanis Kerenidis---1.0\n",
      "Jonas Landman---1.0\n",
      "Anupam Prakash---1.0\n",
      "Zhan Ling---1.0\n",
      "Kien Do---1.0\n",
      "Jinlong Liu---1.0\n",
      "Yunzhi Bai---1.0\n",
      "Guoqing Jiang---1.0\n",
      "Huayan Wang---1.0\n",
      "Soumya Sanyal---1.0\n",
      "Xingchao Peng---1.0\n",
      "Zijun Huang---1.0\n",
      "Yizhe Zhu---1.0\n",
      "Nicholas A. Ketz---1.0\n",
      "Andrea Soltoggio---1.0\n",
      "Praveen K. Pilly---1.0\n",
      "David Harwath---1.0\n",
      "Zhichao Huang---1.0\n",
      "Brais Martinez---1.0\n",
      "Jing Yang---1.0\n",
      "Adrian Bulat---1.0\n",
      "Georgios Tzimiropoulos---1.0\n",
      "Jonathan S. Rosenfeld---1.0\n",
      "Nir Shavit---1.0\n",
      "Youngwoon Lee---1.0\n",
      "Jack Turner---1.0\n",
      "Elliot J. Crowley---1.0\n",
      "Michael O'Boyle---1.0\n",
      "Gavin Gray---1.0\n",
      "Karthikeyan K---1.0\n",
      "Zihan Wang---1.0\n",
      "Stephen Mayhew---1.0\n",
      "Yuhui Xu---1.0\n",
      "Xiaopeng Zhang---1.0\n",
      "Xin Chen---1.0\n",
      "Guo-Jun Qi---1.0\n",
      "Qi Tian---1.0\n",
      "Hongkai Xiong---1.0\n",
      "Liyuan Liu---1.0\n",
      "Pengcheng He---1.0\n",
      "Xiaodong Liu---1.0\n",
      "Jiawei Han---1.0\n",
      "Alessio Quaglino---1.0\n",
      "Jan Koutník---1.0\n",
      "Zhanghao Wu*---1.0\n",
      "Sinisa Todorovic---1.0\n",
      "Kaixiang Lin---1.0\n",
      "Sebastian East---1.0\n",
      "Jan Koutnik---1.0\n",
      "Mark Cannon---1.0\n",
      "Anton Tsitsulin---1.0\n",
      "Davide Mottin---1.0\n",
      "Panagiotis Karras---1.0\n",
      "Emmanuel Mueller---1.0\n",
      "Boris N. Oreshkin---1.0\n",
      "Dmitri Carpov---1.0\n",
      "Ellen D. Zhong---1.0\n",
      "Joseph H. Davis---1.0\n",
      "Ramzan Umarov---1.0\n",
      "Jing Huang---1.0\n",
      "Kevin Huang---1.0\n",
      "Guangtao Wang---1.0\n",
      "Tianyi Zhang*---1.0\n",
      "Varsha Kishore*---1.0\n",
      "Felix Wu*---1.0\n",
      "Yoav Artzi---1.0\n",
      "Soroosh Mariooryad---1.0\n",
      "Matt Shannon---1.0\n",
      "Eric Battenberg---1.0\n",
      "RJ Skerry-Ryan---1.0\n",
      "Daisy Stanton---1.0\n",
      "David Kao---1.0\n",
      "Tom Bagby---1.0\n",
      "Guangxiang Zhu*---1.0\n",
      "Zichuan Lin*---1.0\n",
      "Guangwen Yang---1.0\n",
      "Jingyue Lu---1.0\n",
      "Chaoyue Liu---1.0\n",
      "Sebastien Lachapelle---1.0\n",
      "Zhenzhong Lan---1.0\n",
      "Sebastian Goodman---1.0\n",
      "Piyush Sharma---1.0\n",
      "Radu Soricut---1.0\n",
      "Fan-Yun Sun---1.0\n",
      "Jordan Hoffman---1.0\n",
      "Bin Li---1.0\n",
      "Lewei Lu---1.0\n",
      "Shahbaz Rezaei---1.0\n",
      "Xin Liu---1.0\n",
      "Shengyu Zhu---1.0\n",
      "Ignavier Ng---1.0\n",
      "Sanchari Sen---1.0\n",
      "Tianshu Chu---1.0\n",
      "Sandeep Chinchali---1.0\n",
      "Sachin Katti---1.0\n",
      "Chunyan Xu---1.0\n",
      "Zhen Cui---1.0\n",
      "Xiaobin Hong---1.0\n",
      "Jian Yang---1.0\n",
      "Wei Liu---1.0\n",
      "Xisen Jin---1.0\n",
      "Junyi Du---1.0\n",
      "Greg Ongie---1.0\n",
      "Rebecca Willett---1.0\n",
      "Selim Engin---1.0\n",
      "Volkan Isler---1.0\n",
      "Daniel D Lee---1.0\n",
      "Yuhang Li---1.0\n",
      "Xin Dong---1.0\n",
      "Sébastien Lachapelle---1.0\n",
      "Philippe Brouillard---1.0\n",
      "Minghuan Liu---1.0\n",
      "Yuzheng Zhuang---1.0\n",
      "Wulong Liu---1.0\n",
      "Fabian Latorre---1.0\n",
      "Connie Kou---1.0\n",
      "Ee-Chien Chang---1.0\n",
      "Teck Khim Ng---1.0\n",
      "Marin Vlastelica Pogančić---1.0\n",
      "Anselm Paulus---1.0\n",
      "Vit Musil---1.0\n",
      "Georg Martius---1.0\n",
      "Michal Rolinek---1.0\n",
      "Alexander Meinke---1.0\n",
      "Amir Hosein Khasahmadi---1.0\n",
      "Kaveh Hassani---1.0\n",
      "Parsa Moradi---1.0\n",
      "Leo Lee---1.0\n",
      "Quaid Morris---1.0\n",
      "Cyprien de Masson d'Autume---1.0\n",
      "Ping-yeh Chiang*---1.0\n",
      "Renkun Ni*---1.0\n",
      "Ahmed Abdelkader---1.0\n",
      "Christoph Studor---1.0\n",
      "Vincent J. Hellendoorn---1.0\n",
      "Haitian Sun---1.0\n",
      "R. Alex Hofer---1.0\n",
      "Matthew Siegler---1.0\n",
      "Anselm Levskaya---1.0\n",
      "Sangdon Park---1.0\n",
      "Nikolai Matni---1.0\n",
      "Insup Lee---1.0\n",
      "Kailun Wu---1.0\n",
      "Ziang Li---1.0\n",
      "Changshui Zhang---1.0\n",
      "Jane Hung---1.0\n",
      "Eric Frank---1.0\n",
      "Diego Aldarondo---1.0\n",
      "Jesse Marshall---1.0\n",
      "Bence Olveczky---1.0\n",
      "Tong Wu---1.0\n",
      "Liang Tong---1.0\n",
      "Partha Ghosh---1.0\n",
      "Mehdi S. M. Sajjadi---1.0\n",
      "Michael Black---1.0\n",
      "Bernhard Scholkopf---1.0\n",
      "Alex Kurakin---1.0\n",
      "Abhijeet Awasthi---1.0\n",
      "Sabyasachi Ghosh---1.0\n",
      "Rasna Goyal---1.0\n",
      "Max Welling---0.89\n",
      "Sergey Levine---0.89\n",
      "Jascha Sohl-Dickstein---0.88\n",
      "Kyunghyun Cho---0.86\n",
      "Aaron Courville---0.83\n",
      "Joan Bruna---0.83\n",
      "Nando de Freitas---0.83\n",
      "Hugo Larochelle---0.83\n",
      "Razvan Pascanu---0.83\n",
      "Remi Munos---0.83\n",
      "Oriol Vinyals---0.83\n",
      "Igor Mordatch---0.83\n",
      "Animashree Anandkumar---0.83\n",
      "Daniel Tarlow---0.8\n",
      "Marc Brockschmidt---0.8\n",
      "Lior Wolf---0.8\n",
      "Yan Liu---0.8\n",
      "Stefano Soatto---0.8\n",
      "Dhruv Batra---0.8\n",
      "Frank Hutter---0.8\n",
      "Wang Ling---0.8\n",
      "David Silver---0.8\n",
      "Mohammad Norouzi---0.8\n",
      "Andrew Zisserman---0.8\n",
      "Lihong Li---0.8\n",
      "Moritz Hardt---0.8\n",
      "Eduard Hovy---0.8\n",
      "Tim Rocktäschel---0.8\n",
      "Nan Rosemary Ke---0.8\n",
      "Xinyun Chen---0.8\n",
      "Adam Trischler---0.8\n",
      "Stefano Ermon---0.8\n",
      "Demis Hassabis---0.8\n",
      "Will Dabney---0.8\n",
      "Huan Zhang---0.8\n",
      "Sijia Liu---0.8\n",
      "Adam Santoro---0.8\n",
      "Pieter Abbeel---0.75\n",
      "Samy Bengio---0.75\n",
      "Ruslan Salakhutdinov---0.75\n",
      "Jiwei Li---0.75\n",
      "Zhilin Yang---0.75\n",
      "Caglar Gulcehre---0.75\n",
      "Alexander L. Gaunt---0.75\n",
      "Jing Jiang---0.75\n",
      "Richard Shin---0.75\n",
      "Timo Aila---0.75\n",
      "Tim Salimans---0.75\n",
      "John E. Hopcroft---0.75\n",
      "Sharan Narang---0.75\n",
      "Chang Liu---0.75\n",
      "David Lopez-Paz---0.75\n",
      "Dustin Tran---0.75\n",
      "Josh Merel---0.75\n",
      "Martin Vechev---0.75\n",
      "Nicolas Papernot---0.75\n",
      "Kelvin Xu---0.75\n",
      "Leonard Berrada---0.75\n",
      "Gao Huang---0.75\n",
      "Sebastian Nowozin---0.75\n",
      "W. James Murdoch---0.75\n",
      "James T. Kwok---0.75\n",
      "Gabriel Synnaeve---0.75\n",
      "Zeming Lin---0.75\n",
      "Amos Storkey---0.75\n",
      "Wei Wen---0.75\n",
      "Hai Li---0.75\n",
      "Yiran Chen---0.75\n",
      "Alan Yuille---0.75\n",
      "Raia Hadsell---0.75\n",
      "Nitish Shirish Keskar---0.75\n",
      "George Tucker---0.75\n",
      "Adam Roberts---0.75\n",
      "Sanja Fidler---0.75\n",
      "Matteo Hessel---0.75\n",
      "Yi Zhang---0.75\n",
      "Weinan Zhang---0.75\n",
      "Jun Wang---0.75\n",
      "Elad Hoffer---0.75\n",
      "Wei Zhang---0.75\n",
      "Ivan Oseledets---0.75\n",
      "Shimon Whiteson---0.75\n",
      "Tao Qin---0.75\n",
      "Kris M. Kitani---0.75\n",
      "Jinwoo Shin---0.75\n",
      "Manzil Zaheer---0.75\n",
      "Stephen Clark---0.75\n",
      "Jason D. Lee---0.75\n",
      "Jun Zhu---0.75\n",
      "Yiming Yang---0.75\n",
      "Theophane Weber---0.75\n",
      "Karen Simonyan---0.75\n",
      "Jinsung Yoon---0.75\n",
      "Stephan Günnemann---0.75\n",
      "Daniel Soudry---0.75\n",
      "Cho-Jui Hsieh---0.75\n",
      "Abbas Abdolmaleki---0.75\n",
      "Eunho Yang---0.75\n",
      "Sung Ju Hwang---0.75\n",
      "Andrew Ilyas---0.75\n",
      "Mario Fritz---0.75\n",
      "Gabriel Barth-Maron---0.75\n",
      "Adam Prügel-Bennett---0.75\n",
      "Sylvain Gelly---0.75\n",
      "Rob Fergus---0.75\n",
      "Omer Levy---0.75\n",
      "Balaji Lakshminarayanan---0.75\n",
      "Kate Saenko---0.75\n",
      "Bilal Piot---0.75\n",
      "Abhinav Gupta---0.75\n",
      "Richard G. Baraniuk---0.75\n",
      "Ji Liu---0.75\n",
      "Di He---0.75\n",
      "Daniel J. Mankowitz---0.75\n",
      "Wei Wang---0.75\n",
      "Zhaoran Wang---0.75\n",
      "Dmitry Vetrov---0.75\n",
      "James Glass---0.75\n",
      "Wieland Brendel---0.75\n",
      "Zhuoran Yang---0.75\n",
      "Xingyou Song---0.75\n",
      "Balaraman Ravindran---0.71\n",
      "Ben Poole---0.71\n",
      "Richard Socher---0.7\n",
      "Yoshua Bengio---0.67\n",
      "Pushmeet Kohli---0.67\n",
      "Caiming Xiong---0.67\n",
      "William W. Cohen---0.67\n",
      "Le Song---0.67\n",
      "Phil Blunsom---0.67\n",
      "Lukasz Kaiser---0.67\n",
      "Antoine Bordes---0.67\n",
      "Raquel Urtasun---0.67\n",
      "Kristin Branson---0.67\n",
      "Bhuwan Dhingra---0.67\n",
      "Surya Ganguli---0.67\n",
      "Tom Schaul---0.67\n",
      "Geoffrey Hinton---0.67\n",
      "Kundan Kumar---0.67\n",
      "James Martens---0.67\n",
      "Mo Yu---0.67\n",
      "Christopher Pal---0.67\n",
      "Takeru Miyato---0.67\n",
      "Barret Zoph---0.67\n",
      "Carlos Florensa---0.67\n",
      "Angeliki Lazaridou---0.67\n",
      "Eric Nalisnick---0.67\n",
      "Balaji Krishnamurthy---0.67\n",
      "Ishan Durugkar---0.67\n",
      "David M. Blei---0.67\n",
      "Chris J. Maddison---0.67\n",
      "Tero Karras---0.67\n",
      "Brian Cheung---0.67\n",
      "Jeff Bilmes---0.67\n",
      "Greg Yang---0.67\n",
      "Ilya Loshchilov---0.67\n",
      "Yuhuai Wu---0.67\n",
      "Pulkit Agrawal---0.67\n",
      "Adriana Romero---0.67\n",
      "Dzmitry Bahdanau---0.67\n",
      "Philemon Brakel---0.67\n",
      "Zhuang Liu---0.67\n",
      "Kilian Q. Weinberger---0.67\n",
      "Emilio Parisotto---0.67\n",
      "Tim Klinger---0.67\n",
      "Lisha Li---0.67\n",
      "Jaime G. Carbonell---0.67\n",
      "Samuli Laine---0.67\n",
      "Harrison Edwards---0.67\n",
      "Michael Maire---0.67\n",
      "Hao Wang---0.67\n",
      "Hubert Soyer---0.67\n",
      "Alexander A. Alemi---0.67\n",
      "Pramod Viswanath---0.67\n",
      "Tim Genewein---0.67\n",
      "Xuezhe Ma---0.67\n",
      "William Chan---0.67\n",
      "Christian Szegedy---0.67\n",
      "Ludovic Denoyer---0.67\n",
      "Stephan Gouws---0.67\n",
      "Klaus-Robert Müller---0.67\n",
      "Douglas Eck---0.67\n",
      "Andre Barreto---0.67\n",
      "Jiashi Feng---0.67\n",
      "Chris Pal---0.67\n",
      "Yann N. Dauphin---0.67\n",
      "Andrea Vedaldi---0.67\n",
      "Jakob Foerster---0.67\n",
      "Tao Lin---0.67\n",
      "Rakshit Trivedi---0.67\n",
      "Randall Balestriero---0.67\n",
      "Marta Garnelo---0.67\n",
      "Brooks Paige---0.67\n",
      "Han Zhao---0.67\n",
      "Chun-Liang Li---0.67\n",
      "Barnabas Poczos---0.67\n",
      "Po-Sen Huang---0.67\n",
      "Weizhu Chen---0.67\n",
      "Xue Bin Peng---0.67\n",
      "Wei Wu---0.67\n",
      "Jianshu Chen---0.67\n",
      "Luke Vilnis---0.67\n",
      "Jake Snell---0.67\n",
      "Kevin Swersky---0.67\n",
      "Kai-Wei Chang---0.67\n",
      "Kun He---0.67\n",
      "Gerald Tesauro---0.67\n",
      "Devansh Arpit---0.67\n",
      "Pieter-Jan Kindermans---0.67\n",
      "Corentin Tallec---0.67\n",
      "Szymon Sidor---0.67\n",
      "Kamyar Azizzadenesheli---0.67\n",
      "Dmitriy Serdyuk---0.67\n",
      "Matthew Hausknecht---0.67\n",
      "Karl Moritz Hermann---0.67\n",
      "Eric P. Xing---0.67\n",
      "Aleksandar Bojchevski---0.67\n",
      "Arno Onken---0.67\n",
      "Rong Ge---0.67\n",
      "Olexa Bilaniuk---0.67\n",
      "Jean Kossaifi---0.67\n",
      "Nicolas Courty---0.67\n",
      "Aviv Tamar---0.67\n",
      "Efstratios Gavves---0.67\n",
      "David Dohan---0.67\n",
      "Zsolt Kira---0.67\n",
      "Dan Horgan---0.67\n",
      "Shiyu Chang---0.67\n",
      "R Devon Hjelm---0.67\n",
      "Eirikur Agustsson---0.67\n",
      "Radu Timofte---0.67\n",
      "Aurelien Lucchi---0.67\n",
      "Olivier Bousquet---0.67\n",
      "Sainbayar Sukhbaatar---0.67\n",
      "John Langford---0.67\n",
      "Felix Wu---0.67\n",
      "Alexandros G. Dimakis---0.67\n",
      "Asja Fischer---0.67\n",
      "Mohammad Gheshlaghi Azar---0.67\n",
      "Marlos C. Machado---0.67\n",
      "J. Zico Kolter---0.67\n",
      "Ping Luo---0.67\n",
      "Junzhou Huang---0.67\n",
      "Paul Vicol---0.67\n",
      "David Rolnick---0.67\n",
      "Chongyang Tao---0.67\n",
      "Devendra Singh Chaplot---0.67\n",
      "Valentin Khrulkov---0.67\n",
      "Konrad Kording---0.67\n",
      "Voot Tangkaratt---0.67\n",
      "Masashi Sugiyama---0.67\n",
      "Yizhou Wang---0.67\n",
      "Zhangyang Wang---0.67\n",
      "Shai Shalev-Shwartz---0.67\n",
      "Cyril Zhang---0.67\n",
      "Hae Beom Lee---0.67\n",
      "Huishuai Zhang---0.67\n",
      "Herke van Hoof---0.67\n",
      "Jure Leskovec---0.67\n",
      "Nebojsa Jojic---0.67\n",
      "Dongsoo Lee---0.67\n",
      "Sebastien Racaniere---0.67\n",
      "Elad Hazan---0.67\n",
      "Chunyuan Li---0.67\n",
      "Milad Alizadeh---0.67\n",
      "Regina Barzilay---0.67\n",
      "Deepak Pathak---0.67\n",
      "Alexei A. Efros---0.67\n",
      "Yizhe Zhang---0.67\n",
      "Yedid Hoshen---0.67\n",
      "Shengjia Zhao---0.67\n",
      "Mike Lewis---0.67\n",
      "Bo Chen---0.67\n",
      "Xingjun Ma---0.67\n",
      "James Bailey---0.67\n",
      "Benjamin Eysenbach---0.67\n",
      "Cenk Baykal---0.67\n",
      "Dan Feldman---0.67\n",
      "Daniela Rus---0.67\n",
      "Risto Miikkulainen---0.67\n",
      "Massimiliano Ciaramita---0.67\n",
      "Neil Houlsby---0.67\n",
      "Philipp Hennig---0.67\n",
      "Yutian Chen---0.67\n",
      "Bin Yu---0.67\n",
      "Haichao Zhang---0.67\n",
      "Ke Wang---0.67\n",
      "Jaehong Yoon---0.67\n",
      "Youssef Mroueh---0.67\n",
      "Michael Tschannen---0.67\n",
      "Bo Chang---0.67\n",
      "Gábor Melis---0.67\n",
      "Seong Joon Oh---0.67\n",
      "John Miller---0.67\n",
      "Alex Wang---0.67\n",
      "Samuel R. Bowman---0.67\n",
      "Chuan-Sheng Foo---0.67\n",
      "Liang Lin---0.67\n",
      "Xiangyi Chen---0.67\n",
      "Mingyi Hong---0.67\n",
      "Chen Sun---0.67\n",
      "Cheng Zhang---0.67\n",
      "Thien Huu Nguyen---0.67\n",
      "Wanli Ouyang---0.67\n",
      "Changyou Chen---0.67\n",
      "Philip Torr---0.67\n",
      "Yarin Gal---0.67\n",
      "Jun Huan---0.67\n",
      "Richard Baraniuk---0.67\n",
      "Saehoon Kim---0.67\n",
      "Richard Turner---0.67\n",
      "Eric Xing---0.67\n",
      "Ivor W. Tsang---0.67\n",
      "Tianbao Yang---0.67\n",
      "Mohamed Elhoseiny---0.67\n",
      "Xu Tan---0.67\n",
      "Taiji Suzuki---0.67\n",
      "Xue Lin---0.67\n",
      "Kurt Shuster---0.67\n",
      "Minshuo Chen---0.67\n",
      "Yi Yang---0.67\n",
      "Kihyuk Sohn---0.67\n",
      "Anusha Nagabandi---0.67\n",
      "Hung Le---0.67\n",
      "Mathieu Salzmann---0.67\n",
      "Yun Fu---0.67\n",
      "Jan Peters---0.67\n",
      "Yingce Xia---0.67\n",
      "Ian Simon---0.67\n",
      "Curtis Hawthorne---0.67\n",
      "Wotao Yin---0.67\n",
      "Quanquan Gu---0.67\n",
      "Ruosong Wang---0.67\n",
      "Xiang Ren---0.67\n",
      "Zhe Wang---0.67\n",
      "Pradeep Ravikumar---0.67\n",
      "Mingrui Liu---0.67\n",
      "Kun Xu---0.67\n",
      "Baoxin Li---0.67\n",
      "Josip Djolonga---0.67\n",
      "Jifeng Dai---0.67\n",
      "Guillaume Obozinski---0.67\n",
      "Ilya Sutskever---0.62\n",
      "Yan Duan---0.6\n",
      "Xi Chen---0.6\n",
      "Pascal Vincent---0.6\n",
      "Anirudh Goyal---0.6\n",
      "Ameet Talwalkar---0.6\n",
      "Ian Fischer---0.6\n",
      "Dumitru Erhan---0.6\n",
      "Joshua B. Tenenbaum---0.6\n",
      "Charles Blundell---0.6\n",
      "Liwei Wang---0.6\n",
      "Xiao Wang---0.6\n",
      "Yann LeCun---0.57\n",
      "Dawn Song---0.56\n",
      "Quoc V. Le---0.56\n",
      "Honglak Lee---0.5\n",
      "Kevin Gimpel---0.5\n",
      "Dan Hendrycks---0.5\n",
      "Sungjin Ahn---0.5\n",
      "John Schulman---0.5\n",
      "Chris Dyer---0.5\n",
      "Bowen Zhou---0.5\n",
      "Jan Kautz---0.5\n",
      "Anitha Kannan---0.5\n",
      "Shengjie Wang---0.5\n",
      "Justin Gilmer---0.5\n",
      "Asim Kadav---0.5\n",
      "Wojciech Marian Czarnecki---0.5\n",
      "Abdel-rahman Mohamed---0.5\n",
      "Arvind Neelakantan---0.5\n",
      "Tim Cooijmans---0.5\n",
      "Alban Desmaison---0.5\n",
      "Philip H.S. Torr---0.5\n",
      "Tegan Maharaj---0.5\n",
      "Ryota Tomioka---0.5\n",
      "Yu Zhang---0.5\n",
      "Xiaoli Fern---0.5\n",
      "Silvia Chiappa---0.5\n",
      "Daan Wierstra---0.5\n",
      "Abhishek Sinha---0.5\n",
      "Mausoom Sarkar---0.5\n",
      "Jin-Hwa Kim---0.5\n",
      "Tanachat Nilanon---0.5\n",
      "Yang Liu---0.5\n",
      "Alexander G. Schwing---0.5\n",
      "Yisong Yue---0.5\n",
      "Tianhe Yu---0.5\n",
      "Janarthanan Rajendran---0.5\n",
      "Ke Li---0.5\n",
      "Jitendra Malik---0.5\n",
      "Bruno Olshausen---0.5\n",
      "Matthai Philipose---0.5\n",
      "Rich Caruana---0.5\n",
      "Shuang Li---0.5\n",
      "Coline Devin---0.5\n",
      "Florian Bordes---0.5\n",
      "Tomas Kocisky---0.5\n",
      "Akram Erraqabi---0.5\n",
      "Patrick van der Smagt---0.5\n",
      "Wenjie Li---0.5\n",
      "John Thickstun---0.5\n",
      "Zaid Harchaoui---0.5\n",
      "Matej Balog---0.5\n",
      "Sahil Sharma---0.5\n",
      "Thomas Moreau---0.5\n",
      "Iuri Frosio---0.5\n",
      "Quanming Yao---0.5\n",
      "Kevin Jamieson---0.5\n",
      "George Philipp---0.5\n",
      "Aojun Zhou---0.5\n",
      "Bryan Catanzaro---0.5\n",
      "Adji B. Dieng---0.5\n",
      "Rithesh Kumar---0.5\n",
      "Benjamin Recht---0.5\n",
      "Faruk Ahmed---0.5\n",
      "Yimeng Zhang---0.5\n",
      "Tai Sing Lee---0.5\n",
      "Joshua V. Dillon---0.5\n",
      "Greg Diamos---0.5\n",
      "Thomas Laurent---0.5\n",
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      "Andrey Malinin---0.5\n",
      "Mark Gales---0.5\n",
      "Thomas Huang---0.5\n",
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      "Yasaman Khazaeni---0.5\n",
      "Lingxi Xie---0.5\n",
      "Kaixuan Huang---0.5\n",
      "Daniel Durstewitz---0.5\n",
      "Ruoyu Sun---0.5\n",
      "Derek Nowrouzezahrai---0.5\n",
      "John Wright---0.5\n",
      "Zhao Song---0.5\n",
      "Hang Su---0.5\n",
      "Hannah Rashkin---0.5\n",
      "Vikram Nitin---0.5\n",
      "Partha Talukdar---0.5\n",
      "Qi Meng---0.5\n",
      "Shuxin Zheng---0.5\n",
      "Zhi-Ming Ma---0.5\n",
      "Tongzhou Mu---0.5\n",
      "Naman Agarwal---0.5\n",
      "Xinyi Chen---0.5\n",
      "Craig Boutilier---0.5\n",
      "AJ Piergiovanni---0.5\n",
      "Michael S. Ryoo---0.5\n",
      "Yongxin Chen---0.5\n",
      "Monica Dinculescu---0.5\n",
      "Xuchan Bao---0.5\n",
      "Tal Linzen---0.5\n",
      "Paul Smolensky---0.5\n",
      "Navid Azizan---0.5\n",
      "Babak Hassibi---0.5\n",
      "Alejandro Ribeiro---0.5\n",
      "Wengong Jin---0.5\n",
      "Kevin Yang---0.5\n",
      "Aaron van den Oord---0.5\n",
      "Matthias Hüser---0.5\n",
      "Liu Liu---0.5\n",
      "Jiawei He---0.5\n",
      "Yu Gong---0.5\n",
      "Anna Goldenberg---0.5\n",
      "Mohamed El Amine Seddik---0.5\n",
      "Mohamed Tamaazousti---0.5\n",
      "Romain Couillet---0.5\n",
      "Gagandeep Singh---0.5\n",
      "Bin Dai---0.5\n",
      "David Wipf---0.5\n",
      "Akihiro Matsukawa---0.5\n",
      "Pedro Savarese---0.5\n",
      "Zheng Ma---0.5\n",
      "Jaejun Yoo---0.5\n",
      "Arslan Chaudhry---0.5\n",
      "Nal Kalchbrenner---0.5\n",
      "Junjie Yang---0.5\n",
      "Ard A. Louis---0.5\n",
      "Aranyak Mehta---0.5\n",
      "D. Sivakumar---0.5\n",
      "Stephen McAleer---0.5\n",
      "Wei Pan---0.5\n",
      "Dinesh Jayaraman---0.5\n",
      "Oleksii Hrinchuk---0.5\n",
      "Walid Krichene---0.5\n",
      "Steffen Rendle---0.5\n",
      "John Anderson---0.5\n",
      "Leonidas Guibas---0.5\n",
      "David Barrett---0.5\n",
      "Dequan Wang---0.5\n",
      "Weili Nie---0.5\n",
      "Robert Geirhos---0.5\n",
      "Claudio Michaelis---0.5\n",
      "Reinhard Heckel---0.5\n",
      "Bolei Zhou---0.5\n",
      "Ray Jiang---0.5\n",
      "Dacheng Tao---0.5\n",
      "Yichi Zhang---0.5\n",
      "Jamie Hayes---0.5\n",
      "Norman Casagrande---0.5\n",
      "Pan Xu---0.5\n",
      "Lin F. Yang---0.5\n",
      "Mingxing Tan---0.5\n",
      "Yue Wang---0.5\n",
      "Xin Jiang---0.5\n",
      "Yongyu Wang---0.5\n",
      "Zhiqiang Zhao---0.5\n",
      "Zhuo Feng---0.5\n",
      "Deniz Oktay---0.5\n",
      "Qiang Wang---0.5\n",
      "Zhao Zhong---0.5\n",
      "Bingyi Kang---0.5\n",
      "Saining Xie---0.5\n",
      "Oiwi Parker Jones---0.5\n",
      "Ingmar Posner---0.5\n",
      "Yu Rong---0.5\n",
      "Andrea Madotto---0.5\n",
      "Chao Chen---0.5\n",
      "Tianzong Zhang---0.5\n",
      "Wendelin Boehmer---0.5\n",
      "Eric Wong---0.5\n",
      "Gautam Singh---0.5\n",
      "Eric Mitchell---0.5\n",
      "Jingfei Du---0.5\n",
      "Veselin Stoyanov---0.5\n",
      "Jiahao Su---0.5\n",
      "Puneet K. Dokania---0.5\n",
      "Jingchao Ni---0.5\n",
      "Dongjin Song---0.5\n",
      "David Berthelot---0.5\n",
      "Ruoxi Jia---0.5\n",
      "Ziniu Hu---0.5\n",
      "Stanislav Fort---0.5\n",
      "Suraj Nair---0.5\n",
      "James L. McClelland---0.5\n",
      "Zuyue Fu---0.5\n",
      "Shunshi Zhang---0.5\n",
      "Jia Deng---0.5\n",
      "Runtian Zhai---0.5\n",
      "Chen Dan---0.5\n",
      "Fei Deng---0.5\n",
      "Janice Lan---0.5\n",
      "Harris Chan---0.5\n",
      "Hui Shi---0.5\n",
      "Jishen Zhao---0.5\n",
      "Michael Lingzhi Li---0.5\n",
      "Matthias Nießner---0.5\n",
      "Chongxuan Li---0.5\n",
      "Mohammad Ghavamzadeh---0.5\n",
      "Fabien Baradel---0.5\n",
      "Kuan-Chieh Wang---0.5\n",
      "Philipp Holl---0.5\n",
      "Yuu Jinnai---0.5\n",
      "Maha Elbayad---0.5\n",
      "Parthasarathy Ranganathan---0.5\n",
      "Milad Hashemi---0.5\n",
      "Junchi Yan---0.5\n",
      "Michael C. Mozer---0.5\n",
      "Noah Siegel---0.5\n",
      "Thomas Lampe---0.5\n",
      "Roland Hafner---0.5\n",
      "Guy Gur-Ari---0.5\n",
      "Jean-Baptiste Cordonnier---0.5\n",
      "Niv Giladi---0.5\n",
      "Yue Cao---0.5\n",
      "Jianye Hao---0.5\n",
      "Abhinav Shrivastava---0.5\n",
      "James Cheng---0.5\n",
      "Diane Bouchacourt---0.5\n",
      "Yu Chen---0.5\n",
      "Lucas Caccia---0.5\n",
      "Massimo Caccia---0.5\n",
      "Emmanouil Antonios Platanios---0.5\n",
      "Tom Mitchell---0.5\n",
      "Timothée Lacroix---0.5\n",
      "David Forsyth---0.5\n",
      "Congzheng Song---0.5\n",
      "Nils Thürey---0.5\n",
      "Parsa Saadatpanah---0.5\n",
      "Peng Zhang---0.5\n",
      "Piotr Kozakowski---0.5\n",
      "Łukasz Kaiser---0.5\n",
      "Afroz Mohiuddin---0.5\n",
      "Maria-Florina Balcan---0.5\n",
      "Paul Rolland---0.5\n",
      "Wenbo Gao---0.5\n",
      "Yuxiang Yang---0.5\n",
      "Aldo Pacchiano---0.5\n",
      "Xiaowei Wang---0.5\n",
      "Jianxin Ma---0.5\n",
      "Jingren Zhou---0.5\n",
      "Federico Tombari---0.5\n",
      "James Cross---0.5\n",
      "Olivier Bachem---0.5\n",
      "Akhil Kedia---0.5\n",
      "Sai Chetan Chinthakindi---0.5\n",
      "Seohyun Back---0.5\n",
      "Haejun Lee---0.5\n",
      "Yining Chen---0.5\n",
      "Christian Wolf---0.5\n",
      "Alex Bronstein---0.5\n",
      "Shikhar Vashishth---0.5\n",
      "Gaurav Singh Tomar---0.5\n",
      "Hongge Chen---0.5\n",
      "Jiajun Chen---0.5\n",
      "Mislav Balunovic---0.5\n",
      "Jongbin Ryu---0.5\n",
      "Jongwoo Lim---0.5\n",
      "Mikhail Belkin---0.5\n",
      "Joelle Pineau---0.4\n",
      "Warren He---0.4\n",
      "Thomas Hofmann---0.4\n",
      "Jian Tang---0.4\n",
      "Payel Das---0.4\n",
      "Levent Sagun---0.33\n",
      "Philip Bachman---0.33\n",
      "Bing Xiang---0.33\n",
      "Sanjay Purushotham---0.33\n",
      "David Sussillo---0.33\n",
      "Weiran Wang---0.33\n",
      "Karen Livescu---0.33\n",
      "Anbang Yao---0.33\n",
      "Yurong Chen---0.33\n",
      "Yoav Goldberg---0.33\n",
      "Byoung-Tak Zhang---0.33\n",
      "Liam Paninski---0.33\n",
      "Afshin Rostamizadeh---0.33\n",
      "David Krueger---0.33\n",
      "Li Deng---0.33\n",
      "Edward Choi---0.33\n",
      "Itay Hubara---0.33\n",
      "Shie Mannor---0.33\n",
      "Daniel Jiwoong Im---0.33\n",
      "Jörn-Henrik Jacobsen---0.33\n",
      "Anna Goldie---0.33\n",
      "Ying Nian Wu---0.33\n",
      "Arthur Guez---0.33\n",
      "Eric Price---0.33\n",
      "Yann Dauphin---0.33\n",
      "Li Fei-Fei---0.33\n",
      "Zichao Yang---0.33\n",
      "Tian Guo---0.33\n",
      "Rui Luo---0.33\n",
      "Wei Xu---0.33\n",
      "Stefan Lee---0.33\n",
      "Edouard Oyallon---0.33\n",
      "Zenglin Xu---0.33\n",
      "Zhihua Zhang---0.33\n",
      "Xiaolong Wang---0.33\n",
      "Armando Solar-Lezama---0.33\n",
      "James Zou---0.33\n",
      "Martin Renqiang Min---0.33\n",
      "Yufei Ding---0.33\n",
      "Sander Bohte---0.33\n",
      "Been Kim---0.33\n",
      "Adam Lerer---0.33\n",
      "Serkan Cabi---0.33\n",
      "Hod Lipson---0.33\n",
      "Inderjit S. Dhillon---0.33\n",
      "Gregory Diamos---0.33\n",
      "Oleksii Kuchaiev---0.33\n",
      "Mingyan Liu---0.33\n",
      "Yu Wang---0.33\n",
      "Stanisław Jastrzębski---0.33\n",
      "Andrea Gesmundo---0.33\n",
      "Navin Goyal---0.33\n",
      "S. M. Ali Eslami---0.33\n",
      "Kilian Weinberger---0.33\n",
      "Wei Wei---0.33\n",
      "Nicholas Carlini---0.33\n",
      "Jonathan Binas---0.33\n",
      "Bin Dong---0.33\n",
      "Oleksandr Shchur---0.33\n",
      "Xiao Li---0.33\n",
      "Peter Bailis---0.33\n",
      "Matei Zaharia---0.33\n",
      "Frederic Besse---0.33\n",
      "Karol Gregor---0.33\n",
      "Stephan Mandt---0.33\n",
      "Dami Choi---0.33\n",
      "Shafiq Joty---0.33\n",
      "Shagun Sodhani---0.33\n",
      "Ludwig Schmidt---0.33\n",
      "Hung-Yi Lee---0.33\n",
      "Gregory Farquhar---0.33\n",
      "Yuxiong He---0.33\n",
      "Ashish Vaswani---0.33\n",
      "Marc G. Bellemare---0.33\n",
      "Timon Gehr---0.33\n",
      "Saibal Mukhopadhyay---0.33\n",
      "Ramakrishna Vedantam---0.33\n",
      "Lili Meng---0.33\n",
      "Niru Maheswaranathan---0.33\n",
      "Jianming Zhang---0.33\n",
      "Laurence Aitchison---0.33\n",
      "Shaileshh Bojja Venkatakrishnan---0.33\n",
      "Mohammad Alizadeh---0.33\n",
      "Jinwen Ma---0.33\n",
      "Tianchen Zhao---0.33\n",
      "Ellie Pavlick---0.33\n",
      "Sebastian Tschiatschek---0.33\n",
      "Ankit B. Patel---0.33\n",
      "Wei Chen---0.33\n",
      "Xin Gao---0.33\n",
      "Sajad Darabi---0.33\n",
      "Jacek Tabor---0.33\n",
      "Igor Podolak---0.33\n",
      "Roger B. Grosse---0.33\n",
      "Jens Behrmann---0.33\n",
      "Jie Fu---0.33\n",
      "Kenneth O. Stanley---0.33\n",
      "Jeff Clune---0.33\n",
      "Si Si---0.33\n",
      "Gang Niu---0.33\n",
      "Yuan Cao---0.33\n",
      "Aditya Rawal---0.33\n",
      "Cordelia Schmid---0.33\n",
      "Ping Li---0.33\n",
      "Jonathan Uesato---0.33\n",
      "Lei Deng---0.33\n",
      "Zhou Yu---0.33\n",
      "Tiejun Huang---0.33\n",
      "Jun-Kun Wang---0.33\n",
      "Dejing Dou---0.33\n",
      "Wenchao Yu---0.33\n",
      "Amir Yazdanbakhsh---0.33\n",
      "Ekin D. Cubuk---0.33\n",
      "Hongxia Yang---0.33\n",
      "Yang Gao---0.33\n",
      "Xiangyu Zhang---0.33\n",
      "Pietro Lio---0.33\n",
      "Jie Zhang---0.33\n",
      "Jian Sun---0.33\n",
      "Jianfeng Gao---0.29\n",
      "Nicolas Le Roux---0.25\n",
      "Sebastian Riedel---0.25\n",
      "Leon Bottou---0.25\n",
      "Alex X. Lee---0.25\n",
      "Fabio Viola---0.25\n",
      "Junhyuk Oh---0.25\n",
      "Satinder Singh---0.25\n",
      "Boris Ginsburg---0.25\n",
      "Maruan Al-Shedivat---0.25\n",
      "Yannic Kilcher---0.25\n",
      "Daniel Cremers---0.25\n",
      "Juho Lee---0.25\n",
      "Yang Li---0.25\n",
      "Alex Lamb---0.2\n"
     ]
    }
   ],
   "source": [
    "for author in acceptedBySubmitted.keys():\n",
    "    print(author+\"---\"+str(round(acceptedBySubmitted[author],2) ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "allSubmissionAuthor = pd.read_pickle('data/submissionAuthor2017_2020.pickle')\n",
    "allAcceptedBySubmitted = pd.read_pickle('data/acceptedAuthor2017_2020.pickle')\n",
    "allRejectedBySubmitted = pd.read_pickle('data/rejectedAuthor2017_2020.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "piaza = {}\n",
    "for author in allSubmissionAuthor:\n",
    "    if author in allRejectedBySubmitted:\n",
    "        if allSubmissionAuthor[author] == allRejectedBySubmitted[author]:\n",
    "            if allSubmissionAuthor[author]>3.0:\n",
    "                count+=1\n",
    "                piaza[author] = allRejectedBySubmitted[author]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8647"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allSubmissionAuthor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Sergey Levine': 8,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Jason Weston': 7,\n",
       " 'Quoc Le': 4,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Remi Munos': 5,\n",
       " 'Francesco Visin': 3,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Kevin Murphy': 5,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Roger Grosse': 5,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Misha Denil': 5,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Song Han': 5,\n",
       " 'Huizi Mao': 3,\n",
       " 'Erich Elsen': 5,\n",
       " 'William J. Dally': 3,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Adam Trischler': 4,\n",
       " 'Michael Auli': 4,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Hsiao-Yu Tung': 1,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Soumyajit De': 1,\n",
       " 'Aaditya Ramdas': 1,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Xingyi Li': 1,\n",
       " 'Fuxin Li': 2,\n",
       " 'Raviv Raich': 1,\n",
       " 'Minmin Chen': 2,\n",
       " 'Ruben Villegas': 1,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Xunyu Lin': 1,\n",
       " 'Gabriel Loaiza-Ganem *': 1,\n",
       " 'Yuanjun Gao *': 1,\n",
       " 'John P. Cunningham': 1,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Arka Pal': 2,\n",
       " 'Christopher Burgess': 1,\n",
       " 'Xavier Glorot': 1,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Karen Ullrich': 1,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Thomas S. Huang': 2,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Sébastien Racaniere': 1,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Padhraic Smyth': 1,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Daniel D. Johnson': 1,\n",
       " 'Maxime Oquab': 1,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Aahitagni Mukherjee': 1,\n",
       " 'Chengtao Li': 1,\n",
       " 'Nate Kushman': 3,\n",
       " 'Klaus Greff': 2,\n",
       " 'Rupesh K. Srivastava': 1,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Kyoung-Woon On': 1,\n",
       " 'Woosang Lim': 1,\n",
       " 'Jeonghee Kim': 1,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Adam Polyak': 3,\n",
       " 'Hakan Inan': 1,\n",
       " 'Khashayar Khosravi': 1,\n",
       " 'Jonathon Cai': 1,\n",
       " 'Ian Gemp': 2,\n",
       " 'Sridhar Mahadevan': 1,\n",
       " 'Wilka Carvalho': 1,\n",
       " 'Ziang Xie': 1,\n",
       " 'Sida I. Wang': 1,\n",
       " 'Daniel Lévy': 1,\n",
       " 'Aiming Nie': 1,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Andrew Y. Ng': 1,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Rif A. Saurous': 1,\n",
       " 'Eugene Brevdo': 1,\n",
       " 'Junyoung Chung': 1,\n",
       " 'Frank S.He': 1,\n",
       " 'Jian Peng': 4,\n",
       " 'Junbo Zhao': 1,\n",
       " 'Michael Mathieu': 1,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Bradly C Stadie': 1,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Pavlo Molchanov': 1,\n",
       " 'Eyrun Eyjolfsdottir': 1,\n",
       " 'Pietro Perona': 1,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Anna Choromanska': 1,\n",
       " 'Carlo Baldassi': 1,\n",
       " 'Christian Borgs': 1,\n",
       " 'Jennifer Chayes': 1,\n",
       " 'Riccardo Zecchina': 1,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Tomer Ullman': 1,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Joshua Tenenbaum': 1,\n",
       " 'Aravind Lakshminarayanan': 1,\n",
       " 'Mitesh M. Khapra': 1,\n",
       " 'Prasanna P': 1,\n",
       " 'Eleanor Batty': 1,\n",
       " 'Nora Brackbill': 1,\n",
       " 'Alexander Heitman': 1,\n",
       " 'Alexander Sher': 1,\n",
       " 'Alan Litke': 1,\n",
       " 'E.J. Chichilnisky': 1,\n",
       " 'Jianwei Yang': 1,\n",
       " 'Devi Parikh': 3,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Eric Weiss': 1,\n",
       " 'Ye Yuan': 2,\n",
       " 'Junjie Hu': 1,\n",
       " 'Aniruddha Kembhavi': 1,\n",
       " 'Sewon Min': 2,\n",
       " 'Haoran Cai': 1,\n",
       " 'William Noble': 1,\n",
       " 'Gregor Urban': 1,\n",
       " 'Krzysztof J. Geras': 1,\n",
       " 'Samira Ebrahimi Kahou': 1,\n",
       " 'Ozlem Aslan': 1,\n",
       " 'Abdelrahman Mohamed': 1,\n",
       " 'Matt Richardson': 1,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Yan-Ming Zhang': 1,\n",
       " 'Alexander Rush': 1,\n",
       " 'Ivan Ustyuzhaninov *': 1,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Leon Gatys': 1,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Yuxin Wu': 1,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Timothy Dozat': 1,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Aaron Klein': 1,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Hao Li': 3,\n",
       " 'Igor Durdanovic': 1,\n",
       " 'Hanan Samet': 1,\n",
       " 'Hans Peter Graf': 1,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Veselin Raychev': 1,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'YuXuan Liu': 1,\n",
       " 'Yuri Burda': 2,\n",
       " 'C. Daniel Freeman': 1,\n",
       " 'Sina Honari': 1,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Sarvjeet Ghotra': 1,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Tejas D Kulkarni': 1,\n",
       " 'Tom Erez': 3,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Lei Yu': 3,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Martín Abadi': 1,\n",
       " 'Úlfar Erlingsson': 1,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Pierre Luc Carrier': 1,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Alex Auvolat': 1,\n",
       " 'Etienne Dejoie': 1,\n",
       " 'Marc-André Legault': 1,\n",
       " 'Marie-Pierre Dubé': 1,\n",
       " 'Julie G. Hussin': 1,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Maximilian Karl': 1,\n",
       " 'Maximilian Soelch': 1,\n",
       " 'Justin Bayer': 1,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Max Jaderberg': 1,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Tong Che': 2,\n",
       " 'Yanran Li': 1,\n",
       " 'Athul Jacob': 1,\n",
       " 'Ryan Lowe': 1,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Valero Laparra': 1,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Sham Kakade': 3,\n",
       " 'Jasmine Collins': 1,\n",
       " 'Aravind S. Lakshminarayanan': 1,\n",
       " 'Wanjia He': 1,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Aurko Roy': 3,\n",
       " 'Jason Tyler Rolfe': 1,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Joseph P. Bigus': 1,\n",
       " 'Murray Campbell': 2,\n",
       " 'Ban Kawas': 1,\n",
       " 'Kartik Talamadupula': 1,\n",
       " 'Gerry Tesauro': 1,\n",
       " 'Satinder   Singh': 1,\n",
       " 'Yacine Jernite': 1,\n",
       " 'Tomas Mikolov': 1,\n",
       " 'Stefan Depeweg': 1,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Finale Doshi-Velez': 1,\n",
       " 'Steffen Udluft': 1,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Jason Clemons': 1,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Hong Yu': 1,\n",
       " 'Martin Abadi': 1,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Dario Amodei': 1,\n",
       " 'Lu Hou': 3,\n",
       " 'Giulia DeSalvo': 1,\n",
       " 'Soumith Chintala': 1,\n",
       " 'Andrew Cunningham': 1,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Jongsoo Park': 1,\n",
       " 'Sheng Li': 1,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'Stefano Ermon': 4,\n",
       " 'William Lotter': 1,\n",
       " 'Gabriel Kreiman': 1,\n",
       " 'David Cox': 1,\n",
       " 'Noam Shazeer': 3,\n",
       " '*Azalia Mirhoseini': 1,\n",
       " '*Krzysztof Maziarz': 1,\n",
       " 'Andy Davis': 1,\n",
       " 'Jeff Dean': 2,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Richard E. Turner': 4,\n",
       " 'César Laurent': 1,\n",
       " 'Çağlar Gülçehre': 1,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Lin Xu': 1,\n",
       " 'Jeff Pool': 2,\n",
       " 'Enhao Gong': 1,\n",
       " 'Shijian Tang': 1,\n",
       " 'Peter Vajda': 1,\n",
       " 'Manohar Paluri': 1,\n",
       " 'John Tran': 1,\n",
       " 'Chong Wang': 3,\n",
       " 'John Paisley': 1,\n",
       " 'Ronen Basri': 2,\n",
       " 'David W. Jacobs': 1,\n",
       " 'Jacob Goldberger': 1,\n",
       " 'Ehud Ben-Reuven': 1,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Shubham Jain': 1,\n",
       " 'Jose Sotelo': 1,\n",
       " 'Gustav Larsson': 1,\n",
       " 'Gregory Shakhnarovich': 1,\n",
       " 'Yoojin Choi': 1,\n",
       " 'Mostafa El-Khamy': 1,\n",
       " 'Jungwon Lee': 1,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Andrew J. Ballard': 1,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Carlo Condo': 1,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Zihang Dai': 3,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Bowen Baker': 2,\n",
       " 'Otkrist Gupta': 1,\n",
       " 'Nikhil Naik': 1,\n",
       " 'Ramesh Raskar': 1,\n",
       " 'Eric Jang': 2,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'David Vazquez': 1,\n",
       " 'Xingyu Lin': 1,\n",
       " 'Zhihao Li': 1,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Victor Bapst': 3,\n",
       " 'Jimmy Ba': 4,\n",
       " 'Piotr Mirowski': 1,\n",
       " 'Andy Ballard': 1,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Laurent Sifre': 1,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Chenzhuo Zhu': 1,\n",
       " 'Priyank Jaini': 1,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pablo Carbajal': 1,\n",
       " 'Edith Law': 1,\n",
       " 'Laura Middleton': 1,\n",
       " 'Kayla Regan': 1,\n",
       " 'Mike Schaekermann': 1,\n",
       " 'George Trimponias': 1,\n",
       " 'James Tung': 1,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Shubho Sengupta': 1,\n",
       " 'Andrew Brock': 3,\n",
       " 'Theodore Lim': 1,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas N. Kipf': 1,\n",
       " 'Moshe Looks': 1,\n",
       " 'Marcello Herreshoff': 1,\n",
       " 'DeLesley Hutchins': 1,\n",
       " 'Peter Norvig': 1,\n",
       " 'James von Brecht': 1,\n",
       " 'Ishmael Belghazi': 1,\n",
       " 'Casper Kaae Sønderby': 1,\n",
       " 'Jose Caballero': 1,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Minwei Feng': 1,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Suma Bhat': 1,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Volker Fischer': 1,\n",
       " 'Bastian Bischoff': 1,\n",
       " 'Michał Daniluk': 1,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Aaron Wetzler': 1,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Yoon Kim': 1,\n",
       " 'Carl Denton': 1,\n",
       " 'Luong Hoang': 1,\n",
       " 'David Ha': 2,\n",
       " 'Yingkai Gao': 1,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Victor Zhong': 4,\n",
       " 'Luisa M Zintgraf': 1,\n",
       " 'Taco S Cohen': 1,\n",
       " 'Tameem Adel': 2,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'David H. P. Turban': 1,\n",
       " 'Steven Hamblin': 1,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Sergey Zagoruyko': 1,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Loris Bazzani': 1,\n",
       " 'Janos Kramar': 1,\n",
       " 'Mohammad Pezeshki': 1,\n",
       " 'Anirudh  Goyal': 1,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Ian J. Goodfellow': 1,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Manjunath Kudlur': 1,\n",
       " 'Kirthevasan Kandasamy': 1,\n",
       " 'Yoram Bachrach': 1,\n",
       " 'David Carter': 1,\n",
       " 'Guillaume Berger': 1,\n",
       " 'Roland Memisevic': 1,\n",
       " 'Hang Qi': 1,\n",
       " 'Evan R. Sparks': 1,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Jorge Nocedal': 1,\n",
       " 'Mikhail Smelyanskiy': 1,\n",
       " 'Jacek M. Bajor': 1,\n",
       " 'Thomas A. Lasko': 1,\n",
       " 'Wentao Huang': 1,\n",
       " 'Kechen Zhang': 1,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'Tian Zhao': 1,\n",
       " 'Xiao Bing Huang': 1,\n",
       " 'Yu Cao': 1,\n",
       " 'Yanpei Liu': 1,\n",
       " 'Werner Zellinger': 1,\n",
       " 'Thomas Grubinger': 1,\n",
       " 'Edwin Lughofer': 1,\n",
       " 'Thomas Natschläger': 1,\n",
       " 'Susanne Saminger-Platz': 1,\n",
       " 'Haizi Yu': 1,\n",
       " 'Lav R. Varshney': 1,\n",
       " 'Andrej Karpathy': 1,\n",
       " 'Cezary Kaliszyk': 1,\n",
       " 'François Chollet': 1,\n",
       " 'Yossi Adi': 1,\n",
       " 'Einat Kermany': 2,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Qiang Liu': 4,\n",
       " 'Cheng-Zhi Anna Huang': 2,\n",
       " 'Xiaojie Jin': 2,\n",
       " 'Frank Wood': 2,\n",
       " 'Roman Novak': 4,\n",
       " 'Douwe Kiela': 5,\n",
       " 'Alistair Muldal': 2,\n",
       " 'Yuval Tassa': 3,\n",
       " 'Yingzhen Li': 3,\n",
       " 'Trapit Bansal': 2,\n",
       " 'Mihaela van der Schaar': 4,\n",
       " 'Maximilian Igl': 3,\n",
       " 'Vikash Kumar': 3,\n",
       " 'Moustapha Cisse': 2,\n",
       " 'Karl Tuyls': 4,\n",
       " 'Masanori Koyama': 3,\n",
       " 'Sandeep Subramanian': 3,\n",
       " 'Christopher J Pal': 2,\n",
       " 'Alex Graves': 2,\n",
       " 'Guillaume Lample': 4,\n",
       " 'Alexis Conneau': 2,\n",
       " 'Asit Mishra': 2,\n",
       " 'Debbie Marr': 2,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Kostas Daniilidis': 3,\n",
       " 'Sameer Singh': 3,\n",
       " 'Laurens van der Maaten': 2,\n",
       " 'Yi Zhou': 4,\n",
       " 'Nathan Srebro': 4,\n",
       " 'David Budden': 3,\n",
       " 'Yoshitaka Ushiku': 2,\n",
       " 'Tatsuya Harada': 3,\n",
       " 'Yasaman Bahri': 3,\n",
       " 'Jeffrey Pennington': 4,\n",
       " 'Ben Goodrich': 2,\n",
       " 'Aidan N. Gomez': 2,\n",
       " 'Byron Boots': 4,\n",
       " 'Percy Liang': 4,\n",
       " 'Prateek Jain': 2,\n",
       " 'Jonas Rauber *': 1,\n",
       " 'Bojian Yin': 1,\n",
       " 'Marleen Balvert': 1,\n",
       " 'Alexander Schoenhuth': 1,\n",
       " 'Emmanuel de Bezenac': 2,\n",
       " 'Arthur Pajot': 2,\n",
       " 'Feiwen Zhu': 1,\n",
       " 'Michael Andersch': 1,\n",
       " 'Jeremy Appleyard': 1,\n",
       " 'Fung Xie': 1,\n",
       " 'Zohar Ringel': 1,\n",
       " 'Rodrigo Andrade de Bem': 1,\n",
       " 'Ozan Sener': 2,\n",
       " 'Konrad Zolna': 1,\n",
       " 'Dendi Suhubdy': 1,\n",
       " 'Mikołaj Bińkowski': 2,\n",
       " 'Michael Arbel': 1,\n",
       " 'Yishu Miao': 1,\n",
       " 'Gabor Melis': 2,\n",
       " 'Adhiguna Kuncoro': 1,\n",
       " 'Brandon Amos': 1,\n",
       " 'Thomas Rothörl': 1,\n",
       " 'Sergio Gómez Colmenarejo': 1,\n",
       " 'Mikhail Khodak': 2,\n",
       " 'Nikunj Saunshi': 1,\n",
       " 'Kiran Vodrahalli': 1,\n",
       " 'William Fedus': 3,\n",
       " 'William Falcon': 1,\n",
       " 'Henning Schulzrinne': 1,\n",
       " 'Xu Chen': 1,\n",
       " 'Jiang Wang': 1,\n",
       " 'Hao Ge': 1,\n",
       " 'Kevin T. Feigelis': 1,\n",
       " 'Blue Sheffer': 1,\n",
       " 'Cuong V. Nguyen': 1,\n",
       " 'Thang D. Bui': 1,\n",
       " 'Nicolas Sonnerat': 1,\n",
       " 'Christopher P Burgess': 1,\n",
       " 'Matko Bošnjak': 1,\n",
       " 'Seyed-Mohsen Moosavi-Dezfooli': 1,\n",
       " 'Alhussein Fawzi': 1,\n",
       " 'Omar Fawzi': 1,\n",
       " 'Bo Zong': 2,\n",
       " 'Qi Song': 1,\n",
       " 'Wei Cheng': 2,\n",
       " 'Cristian Lumezanu': 1,\n",
       " 'Daeki Cho': 1,\n",
       " 'Haifeng Chen': 2,\n",
       " 'Hieu Pham': 2,\n",
       " 'Benoit Steiner': 1,\n",
       " 'Katrina Evtimova': 1,\n",
       " 'Andrew Drozdov': 1,\n",
       " 'Hyeji Kim': 1,\n",
       " 'Yihan Jiang': 1,\n",
       " 'Ranvir B. Rana': 1,\n",
       " 'Sreeram Kannan': 1,\n",
       " 'Chulhee Yun': 3,\n",
       " 'Suvrit Sra': 3,\n",
       " 'Ali Jadbabaie': 3,\n",
       " 'James Jordon': 3,\n",
       " 'Abhay Yadav': 1,\n",
       " 'Sohil Shah': 1,\n",
       " 'Zheng Xu': 1,\n",
       " 'David Jacobs': 2,\n",
       " 'Tom Goldstein': 3,\n",
       " 'Paulius Micikevicius': 1,\n",
       " 'Jonah Alben': 1,\n",
       " 'David Garcia': 1,\n",
       " 'Michael Houston': 1,\n",
       " 'Ganesh Venkatesh': 1,\n",
       " 'Quan Hoang': 1,\n",
       " 'Tu Dinh Nguyen': 1,\n",
       " 'Trung Le': 2,\n",
       " 'Dinh Phung': 2,\n",
       " 'Travis Williams': 1,\n",
       " 'Robert Li': 1,\n",
       " 'Tuan Anh Le': 1,\n",
       " 'Tom Rainforth': 2,\n",
       " 'Tom Jin': 1,\n",
       " 'Shiv Shankar*': 1,\n",
       " 'Vihari Piratla*': 1,\n",
       " 'Soumen Chakrabarti': 1,\n",
       " 'Siddhartha Chaudhuri': 1,\n",
       " 'Sunita Sarawagi': 3,\n",
       " 'Dibya Ghosh': 2,\n",
       " 'Avi Singh': 2,\n",
       " 'Hongyi Zhang': 2,\n",
       " 'Jianqiang Yao': 1,\n",
       " 'Zhouchen Lin': 1,\n",
       " 'Yuanbin Cao': 1,\n",
       " 'Zhirong Wang': 1,\n",
       " 'Hongbin Zha': 1,\n",
       " 'Xingyu Liu': 1,\n",
       " 'Stanisław Jastrzebski': 1,\n",
       " 'Vikas Verma': 2,\n",
       " 'Sae-Young Chung': 2,\n",
       " 'Yujun Lin': 2,\n",
       " 'Bill Dally': 1,\n",
       " 'Yeming Wen': 2,\n",
       " 'Max Tegmark': 1,\n",
       " 'Guillaume Bellec': 1,\n",
       " 'David Kappel': 1,\n",
       " 'Wolfgang Maass': 1,\n",
       " 'Robert Legenstein': 1,\n",
       " 'Tengfei Ma': 2,\n",
       " 'Cao Xiao': 1,\n",
       " 'Alexander G. de G. Matthews': 2,\n",
       " 'Jiri Hron': 3,\n",
       " 'Mark Rowland': 2,\n",
       " 'Cian Eastwood': 1,\n",
       " 'Quanfu Fan': 2,\n",
       " 'William R. Zame': 1,\n",
       " 'Thomas Brox': 2,\n",
       " 'Yan Wu': 1,\n",
       " 'Greg Wayne': 3,\n",
       " 'Toshiki Kataoka': 1,\n",
       " 'Cathy Wu': 1,\n",
       " 'Alexandre M Bayen': 1,\n",
       " 'Alexander Novikov': 1,\n",
       " 'Rémi Leblond': 1,\n",
       " 'Jean-Baptiste Alayrac': 1,\n",
       " 'Anton Osokin': 1,\n",
       " 'Simon Lacoste-Julien': 3,\n",
       " 'Chris Ying': 1,\n",
       " 'Romain Paulus': 1,\n",
       " 'Manuel Molano-Mazon': 1,\n",
       " 'Eugenio Piasini*': 1,\n",
       " 'Stefano Panzeri*': 1,\n",
       " 'Gavin Weiguang Ding': 3,\n",
       " 'Kry Yik-Chau Lui': 1,\n",
       " 'Ruitong Huang': 3,\n",
       " 'Yichen Gong': 1,\n",
       " 'Heng Luo': 1,\n",
       " 'Jian Zhang': 2,\n",
       " 'Zana Rashidi': 1,\n",
       " 'Adam C. Earle': 1,\n",
       " 'Andrew M. Saxe': 1,\n",
       " 'Ozsel Kilinc': 1,\n",
       " 'Ismail Uysal': 1,\n",
       " 'Dave Janz': 1,\n",
       " 'Jos van der Westhuizen': 1,\n",
       " 'Matt Kusner': 1,\n",
       " 'Sjoerd van Steenkiste': 2,\n",
       " 'Lifu Tu': 1,\n",
       " 'Jiaxin Shi': 2,\n",
       " 'Shengyang Sun': 2,\n",
       " 'Hervé Jégou': 3,\n",
       " 'Jonas Köhler': 1,\n",
       " 'Jiachen Yang': 2,\n",
       " 'Xiaojing Ye': 1,\n",
       " 'Huan Xu': 2,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'Aleksandar Botev': 2,\n",
       " 'David Barber': 3,\n",
       " 'Tao Xu': 1,\n",
       " 'Xiaodong He': 1,\n",
       " 'Saumya Jetley': 1,\n",
       " 'Nicholas A. Lord': 1,\n",
       " 'Namhoon Lee': 3,\n",
       " 'Philip H. S. Torr': 3,\n",
       " 'Karol Hausman': 2,\n",
       " 'Matt Johnson': 1,\n",
       " 'Ke Zhai': 1,\n",
       " 'Amir Globerson': 2,\n",
       " 'Eran Malach': 1,\n",
       " 'Eric Martin': 1,\n",
       " 'Chris Cundy': 1,\n",
       " 'Saran Tunyasuvunakool': 2,\n",
       " 'Hsin-Yuan Huang': 2,\n",
       " 'Mélanie Ducoffe': 1,\n",
       " 'Carlos Esteves': 1,\n",
       " 'Christine Allen-Blanchette': 1,\n",
       " 'Xiaowei Zhou': 1,\n",
       " 'Haozhu Wang': 1,\n",
       " 'Mario Figueiredo': 1,\n",
       " 'Guneet S. Dhillon': 1,\n",
       " 'Jeremy D. Bernstein': 1,\n",
       " 'Zhengli Zhao': 1,\n",
       " 'Dheeru Dua': 1,\n",
       " 'Ignasi Clavera': 3,\n",
       " 'Mayank Rana': 1,\n",
       " 'Aayush Bansal': 1,\n",
       " 'Yaser Sheikh': 1,\n",
       " 'Deva Ramanan': 3,\n",
       " 'Shuang Wu': 1,\n",
       " 'Guoqi Li': 2,\n",
       " 'Luping Shi': 1,\n",
       " 'Mostafa Dehghani': 2,\n",
       " 'Arash Mehrjou': 2,\n",
       " 'Jaap Kamps': 1,\n",
       " 'Wasi Uddin Ahmad': 1,\n",
       " 'Hongning Wang': 1,\n",
       " 'Raphael Feraud': 1,\n",
       " 'Alexandre Passos': 1,\n",
       " 'Geoffrey E. Hinton': 1,\n",
       " 'Soroosh Khoram': 1,\n",
       " 'Jing Li': 2,\n",
       " 'Jan Achterhold': 1,\n",
       " 'Jan Mathias Koehler': 1,\n",
       " 'Anke Schmeink': 1,\n",
       " 'Matthias Reisser': 2,\n",
       " 'Jacopo Cavazza': 1,\n",
       " 'Yoav Levine': 1,\n",
       " 'David Yakira': 1,\n",
       " 'Vasilis Syrgkanis': 1,\n",
       " 'Haoyang Zeng': 1,\n",
       " 'H. Brendan McMahan': 2,\n",
       " 'Daniel Ramage': 2,\n",
       " 'Yingbin Liang': 3,\n",
       " 'Yao-Hung Hubert Tsai': 3,\n",
       " 'Geoffrey E Hinton': 1,\n",
       " 'Sara Sabour': 3,\n",
       " 'Nicholas Frosst': 2,\n",
       " 'Mark Fisher': 1,\n",
       " 'Behnam Neyshabur': 3,\n",
       " 'Srinadh Bhojanapalli': 3,\n",
       " 'Abhishek Kumar': 2,\n",
       " 'Avinash Balakrishnan': 1,\n",
       " 'Andrew Jaegle': 3,\n",
       " 'Stephen Phillips': 1,\n",
       " 'Daphne Ippolito': 1,\n",
       " 'Tao Shen': 1,\n",
       " 'Yen-Chang Hsu': 2,\n",
       " 'Zhaoyang Lv': 2,\n",
       " 'John Quan': 2,\n",
       " 'Daehyun Ahn': 2,\n",
       " 'Taesu Kim': 2,\n",
       " 'Pierce I. Chuang': 1,\n",
       " 'Jae-Joon Kim': 3,\n",
       " 'Spyros Gidaris': 1,\n",
       " 'Praveer Singh': 1,\n",
       " 'Roy Fox': 1,\n",
       " 'Sanjay Krishnan': 1,\n",
       " 'Ken Goldberg': 1,\n",
       " 'Ion Stoica': 2,\n",
       " 'Zhiguo Wang': 1,\n",
       " 'Nikolay Savinov': 2,\n",
       " 'Kangwook Lee': 1,\n",
       " 'Hoon Kim': 1,\n",
       " 'Changho Suh': 1,\n",
       " 'Yang Fan': 1,\n",
       " 'Fei Tian': 2,\n",
       " 'Xiang-Yang Li': 1,\n",
       " 'Yuji Tokozume': 1,\n",
       " 'Yang Song': 1,\n",
       " 'Taesup Kim': 1,\n",
       " 'Lars Buesing': 3,\n",
       " 'Nishal P Shah': 1,\n",
       " 'Sasidhar Madugula': 1,\n",
       " 'EJ Chichilnisky': 1,\n",
       " 'Yoram Singer': 2,\n",
       " 'Adam Klivans': 1,\n",
       " 'Nikhil Mishra': 1,\n",
       " 'Mostafa Rohaninejad': 1,\n",
       " 'Zimo Li': 1,\n",
       " 'Shuangjiu Xiao': 1,\n",
       " 'Chong He': 1,\n",
       " 'Zeng Huang': 1,\n",
       " 'Jiatao Gu': 2,\n",
       " 'Victor O.K. Li': 1,\n",
       " 'Jaehoon Lee': 3,\n",
       " 'Khashayar Rohanimanesh': 1,\n",
       " 'Yinlam Chow': 2,\n",
       " 'Chris Vigorito': 1,\n",
       " 'Michael Kahane': 1,\n",
       " 'Derik Pridmore': 1,\n",
       " 'Thorsten Joachims': 1,\n",
       " 'Maarten de Rijke': 1,\n",
       " 'Theo Lim': 1,\n",
       " 'Hao Liu*': 1,\n",
       " 'Yihao Feng*': 2,\n",
       " 'Yi Mao': 1,\n",
       " 'Heerad Farkhoor': 1,\n",
       " 'Rosanne Liu': 2,\n",
       " 'Jason Yosinski': 2,\n",
       " 'Lior Fox': 2,\n",
       " 'Leshem Choshen': 2,\n",
       " 'Yonatan Loewenstein': 1,\n",
       " 'Tsui-Wei Weng*': 1,\n",
       " 'Huan Zhang*': 2,\n",
       " 'Pin-Yu Chen': 3,\n",
       " 'Jinfeng Yi': 3,\n",
       " 'Dong Su': 1,\n",
       " 'Yupeng Gao': 1,\n",
       " 'Athul Paul Jacob': 1,\n",
       " 'Gerry Che': 1,\n",
       " 'Thierry Artières': 1,\n",
       " 'Ilya Tolstikhin': 1,\n",
       " 'Vivien Seguy': 1,\n",
       " 'Bharath Bhushan Damodaran': 1,\n",
       " 'Remi Flamary': 1,\n",
       " 'Antoine Rolet': 1,\n",
       " 'Mathieu Blondel': 1,\n",
       " 'Pouya Samangouei': 2,\n",
       " 'Maya Kabkab': 1,\n",
       " 'Rama Chellappa': 1,\n",
       " 'Ilya Kostrikov': 3,\n",
       " 'Sahil Sharma*': 1,\n",
       " 'Ashutosh Kumar Jha*': 1,\n",
       " 'Parikshit S Hegde': 1,\n",
       " 'Andrew Michael Saxe': 1,\n",
       " 'Yamini Bansal': 2,\n",
       " 'Joel Dapello': 1,\n",
       " 'Madhu Advani': 1,\n",
       " 'Artemy Kolchinsky': 2,\n",
       " 'Brendan Daniel Tracey': 1,\n",
       " 'David Daniel Cox': 1,\n",
       " 'Sungyong Seo': 1,\n",
       " 'Arash Mohegh': 1,\n",
       " 'George Ban-Weiss': 1,\n",
       " 'Xiang Wei': 1,\n",
       " 'Boqing Gong': 3,\n",
       " 'Zixia Liu': 1,\n",
       " 'Wei Lu': 1,\n",
       " 'Liqiang Wang': 1,\n",
       " 'Hal Daumé III': 1,\n",
       " 'Amr Sharaf': 1,\n",
       " 'Jacob Buckman': 1,\n",
       " 'Colin Raffel': 3,\n",
       " 'Will Grathwohl': 3,\n",
       " 'Geoff Roeder': 1,\n",
       " 'David Duvenaud': 3,\n",
       " 'Chung-Cheng Chiu*': 1,\n",
       " 'Colin Raffel*': 2,\n",
       " 'Yikang Shen': 2,\n",
       " 'Chin-wei Huang': 1,\n",
       " 'Dhruva TB': 1,\n",
       " 'Danlu Chen': 1,\n",
       " 'Tianhong Li': 1,\n",
       " 'Angus Galloway': 1,\n",
       " 'Medhat Moussa': 1,\n",
       " 'Tomer Galanti': 2,\n",
       " 'Sagie Benaim': 3,\n",
       " 'Dipankar Das': 1,\n",
       " 'Naveen Mellempudi': 1,\n",
       " 'Dhiraj Kalamkar': 1,\n",
       " 'Sasikanth Avancha': 1,\n",
       " 'Kunal Banerjee': 1,\n",
       " 'Srinivas Sridharan': 1,\n",
       " 'Karthik Vaidyanathan': 1,\n",
       " 'Bharat Kaul': 1,\n",
       " 'Evangelos Georganas': 1,\n",
       " 'Alexander Heinecke': 1,\n",
       " 'Jesus Corbal': 1,\n",
       " 'Nikita Shustrov': 1,\n",
       " 'Roma Dubtsov': 1,\n",
       " 'Evarist Fomenko': 1,\n",
       " 'Vadim Pirogov': 1,\n",
       " 'Yan Zhang': 3,\n",
       " 'Jonathon Hare': 3,\n",
       " 'Logan Engstrom': 3,\n",
       " 'Oran Shayer': 1,\n",
       " 'Ethan Fetaya': 2,\n",
       " 'Marco Ancona': 1,\n",
       " 'Enea Ceolini': 1,\n",
       " 'Cengiz Öztireli': 1,\n",
       " 'Markus Gross': 1,\n",
       " 'Eleni Triantafillou': 2,\n",
       " 'Mor Shpigel Nacson': 2,\n",
       " 'Arbaaz Khan': 1,\n",
       " 'Clark Zhang': 1,\n",
       " 'Nikolay Atanasov': 1,\n",
       " 'Konstantinos Karydis': 1,\n",
       " 'Vijay Kumar': 1,\n",
       " 'Daniel D. Lee': 1,\n",
       " 'Francois Chollet': 1,\n",
       " 'Yanyao Shen': 1,\n",
       " 'Hyokun Yun': 1,\n",
       " 'Yakov Kronrod': 1,\n",
       " 'Pablo Sprechmann': 2,\n",
       " 'Siddhant M. Jayakumar': 3,\n",
       " 'Jack W. Rae': 2,\n",
       " 'Alexander Pritzel': 2,\n",
       " 'Adria Puigdomenech Badia': 1,\n",
       " 'Benigno Uria': 1,\n",
       " 'Cheng Xie': 1,\n",
       " 'Paul Cernek': 1,\n",
       " 'Michiel Van de Panne': 1,\n",
       " 'Guanghao Luo': 1,\n",
       " 'Dian Chen': 1,\n",
       " 'Yide Shentu': 1,\n",
       " 'Aleksander Wieczorek*': 1,\n",
       " 'Mario Wieser*': 1,\n",
       " 'Damian Murezzan': 1,\n",
       " 'Volker Roth': 1,\n",
       " 'Tanmay Gangwani': 3,\n",
       " 'Aleksander Madry': 3,\n",
       " 'Aleksandar Makelov': 1,\n",
       " 'Dimitris Tsipras': 3,\n",
       " 'Adrian Vladu': 1,\n",
       " 'Alexandre Péré': 1,\n",
       " 'Sébastien Forestier': 1,\n",
       " 'Pierre-Yves Oudeyer': 2,\n",
       " 'Thomas Möllenhoff': 1,\n",
       " 'Michael Moeller': 2,\n",
       " 'Saizheng Zhang': 1,\n",
       " 'Jack Urbanek': 1,\n",
       " 'Will Feng': 1,\n",
       " 'Alexander Miller': 1,\n",
       " 'Albert Shaw': 1,\n",
       " 'Niao He': 1,\n",
       " 'Víctor Campos': 1,\n",
       " 'Brendan Jou': 1,\n",
       " 'Xavier Giró-i-Nieto': 1,\n",
       " 'Jordi Torres': 1,\n",
       " 'Florian Tramèr': 1,\n",
       " 'Dan Boneh': 2,\n",
       " 'Patrick McDaniel': 1,\n",
       " 'Sashank J. Reddi': 2,\n",
       " 'Satyen Kale': 1,\n",
       " 'Sanjiv Kumar': 3,\n",
       " 'Chris Donahue': 2,\n",
       " 'Julian McAuley': 2,\n",
       " 'Michael Tsang': 2,\n",
       " 'Dehua Cheng': 2,\n",
       " 'Yaguang Li': 1,\n",
       " 'Rose Yu': 1,\n",
       " 'Cyrus Shahabi': 1,\n",
       " 'chao qiao': 1,\n",
       " 'bo huang': 1,\n",
       " 'guocheng niu': 1,\n",
       " 'daren li': 1,\n",
       " 'daxiang dong': 1,\n",
       " 'wei he': 1,\n",
       " 'dianhai yu': 1,\n",
       " 'hua wu': 1,\n",
       " 'Jiayuan Mao': 2,\n",
       " 'Honghua Dong': 2,\n",
       " 'Joseph J. Lim': 3,\n",
       " 'Fang Liu': 1,\n",
       " 'Bin Hu': 1,\n",
       " 'Aman Sinha': 1,\n",
       " 'Hongseok Namkoong': 1,\n",
       " 'John Duchi': 1,\n",
       " 'Jakob Uszkoreit': 3,\n",
       " 'Lawrence Carin': 3,\n",
       " 'Emin Orhan': 2,\n",
       " 'Xaq Pitkow': 2,\n",
       " 'Joao Felipe Santos': 1,\n",
       " 'Jiaming Song': 2,\n",
       " 'Krzysztof Choromanski': 2,\n",
       " 'Carlton Downey': 1,\n",
       " 'Kai Chen': 1,\n",
       " 'Phillip Isola': 2,\n",
       " 'Hao Zhang': 3,\n",
       " 'Mingyuan Zhou': 3,\n",
       " 'Mark D. McDonnell': 1,\n",
       " 'David Folqué': 1,\n",
       " 'Vijayaraghavan Murali': 1,\n",
       " 'Letao Qi': 1,\n",
       " 'Swarat Chaudhuri': 2,\n",
       " 'Chris Jermaine': 1,\n",
       " 'Tianmin Shu': 2,\n",
       " 'Yisen Wang': 2,\n",
       " 'Sarah M. Erfani': 1,\n",
       " 'Sudanthi Wijewickrema': 1,\n",
       " 'Grant Schoenebeck': 1,\n",
       " 'Michael E. Houle': 1,\n",
       " 'Georgios Arvanitidis': 1,\n",
       " 'Søren Hauberg': 1,\n",
       " 'Ashish Bora': 1,\n",
       " 'Wu Lin': 1,\n",
       " 'Nicolas Hubacher': 1,\n",
       " 'Jakub Pachocki': 1,\n",
       " 'Julian Ibarz': 3,\n",
       " 'Han Zhang': 2,\n",
       " 'Ben Athiwaratkun': 2,\n",
       " 'Andrew Gordon Wilson': 3,\n",
       " 'Roger Grosse.': 1,\n",
       " 'Elliot Meyerson': 2,\n",
       " 'Simon S. Du': 3,\n",
       " 'Kuniaki Saito': 1,\n",
       " 'Samuel L. Smith and Quoc V. Le': 1,\n",
       " 'Wojciech Gajewski': 1,\n",
       " 'Wei Wang.': 1,\n",
       " 'Ashish Khetan': 1,\n",
       " 'Audrunas Gruslys': 1,\n",
       " 'Marc Bellemare': 1,\n",
       " 'Zhiming Zhou': 1,\n",
       " 'Han Cai': 3,\n",
       " 'Shu Rong': 1,\n",
       " 'Yuxuan Song': 1,\n",
       " 'Kan Ren': 1,\n",
       " 'Yong Yu': 3,\n",
       " 'Alexander Trott': 2,\n",
       " 'Sitao Huang': 1,\n",
       " 'Scott Reed': 2,\n",
       " 'Aäron van den Oord': 2,\n",
       " 'Fabrizio Pedersoli': 1,\n",
       " 'George Tzanetakis': 1,\n",
       " 'Rui Shu': 2,\n",
       " 'Hung Bui': 2,\n",
       " 'Hirokazu Narui': 1,\n",
       " 'Or Sharir': 1,\n",
       " 'Atilim Gunes Baydin': 1,\n",
       " 'David Martinez Rubio': 1,\n",
       " 'Mark Schmidt': 1,\n",
       " 'Haonan Yu': 2,\n",
       " 'Nicholas Rhinehart': 3,\n",
       " 'Fares Beainy': 1,\n",
       " 'Matthias Plappert': 1,\n",
       " 'Tamim Asfour': 2,\n",
       " 'Marcin Andrychowicz': 1,\n",
       " 'Henning Petzka': 1,\n",
       " 'Denis Lukovnikov': 1,\n",
       " 'Aditi Raghunathan': 1,\n",
       " 'Jacob Steinhardt': 1,\n",
       " 'Petar Veličković': 3,\n",
       " 'Arantxa Casanova': 2,\n",
       " 'Pietro Liò': 2,\n",
       " 'Chrisantha Fernando': 1,\n",
       " 'Rahul Kidambi': 1,\n",
       " 'Cihang Xie': 2,\n",
       " 'Jianyu Wang': 2,\n",
       " 'Zhishuai Zhang': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "allAcceptedBySubmitted  = {k: v for k, v in sorted(allAcceptedBySubmitted .items(), key=lambda item: item[1], reverse=True)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 17,\n",
       " 'Aaron Courville': 12,\n",
       " 'Pieter Abbeel': 11,\n",
       " 'Max Welling': 9,\n",
       " 'Pushmeet Kohli': 9,\n",
       " 'Richard Socher': 9,\n",
       " 'Samy Bengio': 8,\n",
       " 'Honglak Lee': 8,\n",
       " 'Sergey Levine': 8,\n",
       " 'Dawn Song': 8,\n",
       " 'Ilya Sutskever': 8,\n",
       " 'Jascha Sohl-Dickstein': 8,\n",
       " 'Caiming Xiong': 8,\n",
       " 'Quoc V. Le': 8,\n",
       " 'Jiajun Wu': 8,\n",
       " 'Abhinav Gupta': 8,\n",
       " 'Jianfeng Gao': 7,\n",
       " 'Yann LeCun': 7,\n",
       " 'Jason Weston': 7,\n",
       " 'Balaraman Ravindran': 7,\n",
       " 'Ruslan Salakhutdinov': 7,\n",
       " 'Ben Poole': 7,\n",
       " 'Yutaka Matsuo': 7,\n",
       " 'Kevin Gimpel': 6,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'William W. Cohen': 6,\n",
       " 'Le Song': 6,\n",
       " 'Joan Bruna': 6,\n",
       " 'Nando de Freitas': 6,\n",
       " 'Phil Blunsom': 6,\n",
       " 'Chris Dyer': 6,\n",
       " 'Lukasz Kaiser': 6,\n",
       " 'Hugo Larochelle': 6,\n",
       " 'Razvan Pascanu': 6,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'Ludovic Denoyer': 6,\n",
       " 'Devansh Arpit': 6,\n",
       " 'Igor Mordatch': 6,\n",
       " 'Animashree Anandkumar': 6,\n",
       " 'William T. Freeman': 6,\n",
       " 'Zhanxing Zhu': 6,\n",
       " 'Marcus Rohrbach': 6,\n",
       " 'Quanquan Gu': 6,\n",
       " 'Yan Duan': 5,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Xi Chen': 5,\n",
       " 'Kotaro Nakayama': 5,\n",
       " 'Daniel Tarlow': 5,\n",
       " 'Masahiro Suzuki': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Remi Munos': 5,\n",
       " 'Marc Brockschmidt': 5,\n",
       " 'Lior Wolf': 5,\n",
       " 'Yan Liu': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Stefano Soatto': 5,\n",
       " 'Dhruv Batra': 5,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Frank Hutter': 5,\n",
       " 'Roger Grosse': 5,\n",
       " 'Pascal Vincent': 5,\n",
       " 'Misha Denil': 5,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Wang Ling': 5,\n",
       " 'David Silver': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'Mohammad Norouzi': 5,\n",
       " 'Anirudh Goyal': 5,\n",
       " 'Joelle Pineau': 5,\n",
       " 'Andrew Zisserman': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'Lihong Li': 5,\n",
       " 'Ameet Talwalkar': 5,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Song Han': 5,\n",
       " 'Erich Elsen': 5,\n",
       " 'Moritz Hardt': 5,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Eduard Hovy': 5,\n",
       " 'Ian Fischer': 5,\n",
       " 'Alex Lamb': 5,\n",
       " 'Tim Rocktäschel': 5,\n",
       " 'Nan Rosemary Ke': 5,\n",
       " 'Xinyun Chen': 5,\n",
       " 'Dumitru Erhan': 5,\n",
       " 'Demis Hassabis': 5,\n",
       " 'Warren He': 5,\n",
       " 'Douwe Kiela': 5,\n",
       " 'Joshua B. Tenenbaum': 5,\n",
       " 'Thomas Hofmann': 5,\n",
       " 'Will Dabney': 5,\n",
       " 'Charles Blundell': 5,\n",
       " 'Huan Zhang': 5,\n",
       " 'Liwei Wang': 5,\n",
       " 'Sijia Liu': 5,\n",
       " 'Adam Santoro': 5,\n",
       " 'Jian Tang': 5,\n",
       " 'Payel Das': 5,\n",
       " 'Xiao Wang': 5,\n",
       " 'Dan Hendrycks': 4,\n",
       " 'Quoc Le': 4,\n",
       " 'Jiwei Li': 4,\n",
       " 'Sungjin Ahn': 4,\n",
       " 'John Schulman': 4,\n",
       " 'Zhilin Yang': 4,\n",
       " 'Bowen Zhou': 4,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Caglar Gulcehre': 4,\n",
       " 'Alexander L. Gaunt': 4,\n",
       " 'Jing Jiang': 4,\n",
       " 'Richard Shin': 4,\n",
       " 'Timo Aila': 4,\n",
       " 'Jan Kautz': 4,\n",
       " 'Tim Salimans': 4,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Shengjie Wang': 4,\n",
       " 'Justin Gilmer': 4,\n",
       " 'Nicolas Le Roux': 4,\n",
       " 'John E. Hopcroft': 4,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Sharan Narang': 4,\n",
       " 'Sebastian Riedel': 4,\n",
       " 'Ryota Tomioka': 4,\n",
       " 'Chang Liu': 4,\n",
       " 'Yu Zhang': 4,\n",
       " 'Leon Bottou': 4,\n",
       " 'Adam Trischler': 4,\n",
       " 'Alessandro Sordoni': 4,\n",
       " 'Michael Auli': 4,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Alex X. Lee': 4,\n",
       " 'David Lopez-Paz': 4,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Dustin Tran': 4,\n",
       " 'Yang Liu': 4,\n",
       " 'Jian Peng': 4,\n",
       " 'Yisong Yue': 4,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Josh Merel': 4,\n",
       " 'Jitendra Malik': 4,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Martin Vechev': 4,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Nicolas Papernot': 4,\n",
       " 'Patrick van der Smagt': 4,\n",
       " 'Kelvin Xu': 4,\n",
       " 'Leonard Berrada': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Gao Huang': 4,\n",
       " 'Sebastian Nowozin': 4,\n",
       " 'W. James Murdoch': 4,\n",
       " 'Rishabh Singh': 4,\n",
       " 'James T. Kwok': 4,\n",
       " 'Gabriel Synnaeve': 4,\n",
       " 'Zeming Lin': 4,\n",
       " 'Amos Storkey': 4,\n",
       " 'Wei Wen': 4,\n",
       " 'Hai Li': 4,\n",
       " 'Yiran Chen': 4,\n",
       " 'Stefano Ermon': 4,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Richard E. Turner': 4,\n",
       " 'Alan Yuille': 4,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Jimmy Ba': 4,\n",
       " 'Fabio Viola': 4,\n",
       " 'Raia Hadsell': 4,\n",
       " 'Victor Zhong': 4,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Nitish Shirish Keskar': 4,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Qiang Liu': 4,\n",
       " 'George Tucker': 4,\n",
       " 'Adam Roberts': 4,\n",
       " 'Sanja Fidler': 4,\n",
       " 'Hado van Hasselt': 4,\n",
       " 'Matteo Hessel': 4,\n",
       " 'David Reichert': 4,\n",
       " 'Chiheb Trabelsi': 4,\n",
       " 'Junhyuk Oh': 4,\n",
       " 'Satinder Singh': 4,\n",
       " 'Yi Zhang': 4,\n",
       " 'Kibok Lee': 4,\n",
       " 'Weinan Zhang': 4,\n",
       " 'Jun Wang': 4,\n",
       " 'Murray Shanahan': 4,\n",
       " 'Antonia Creswell': 4,\n",
       " 'Elad Hoffer': 4,\n",
       " 'Wei Zhang': 4,\n",
       " 'Bo Li': 4,\n",
       " 'Matthew Riemer': 4,\n",
       " 'Hanxiao Liu': 4,\n",
       " 'Ivan Oseledets': 4,\n",
       " 'Shimon Whiteson': 4,\n",
       " 'Patrick Gallinari': 4,\n",
       " 'Roman Novak': 4,\n",
       " 'Tao Qin': 4,\n",
       " 'Tie-Yan Liu': 4,\n",
       " 'Kris M. Kitani': 4,\n",
       " 'Kimin Lee': 4,\n",
       " 'Jinwoo Shin': 4,\n",
       " 'Li Zhang': 4,\n",
       " 'Manzil Zaheer': 4,\n",
       " 'Graham W. Taylor': 4,\n",
       " 'Boris Ginsburg': 4,\n",
       " 'Stephen Clark': 4,\n",
       " 'Jun-Yan Zhu': 4,\n",
       " 'Adams Wei Yu': 4,\n",
       " 'Yann Ollivier': 4,\n",
       " 'Jason D. Lee': 4,\n",
       " 'Minh-Thang Luong': 4,\n",
       " 'Jun Zhu': 4,\n",
       " 'Anima Anandkumar': 4,\n",
       " 'Yiming Yang': 4,\n",
       " 'Miao Liu': 4,\n",
       " 'Maruan Al-Shedivat': 4,\n",
       " 'Theophane Weber': 4,\n",
       " 'Karen Simonyan': 4,\n",
       " 'Jinsung Yoon': 4,\n",
       " 'Mihaela van der Schaar': 4,\n",
       " 'Chaowei Xiao': 4,\n",
       " 'Karl Tuyls': 4,\n",
       " 'Rui Yan': 4,\n",
       " 'Dongyan Zhao': 4,\n",
       " 'Stephan Günnemann': 4,\n",
       " 'Daniel Soudry': 4,\n",
       " 'Sham M. Kakade': 4,\n",
       " 'Cho-Jui Hsieh': 4,\n",
       " 'Wei Ping': 4,\n",
       " 'Kainan Peng': 4,\n",
       " 'Xiaogang Wang': 4,\n",
       " 'Abbas Abdolmaleki': 4,\n",
       " 'Guillaume Lample': 4,\n",
       " 'Eunho Yang': 4,\n",
       " 'Sung Ju Hwang': 4,\n",
       " 'Bernhard Schölkopf': 4,\n",
       " 'Andrew Ilyas': 4,\n",
       " 'Yi Zhou': 4,\n",
       " 'Mario Fritz': 4,\n",
       " 'Nathan Srebro': 4,\n",
       " 'Tianyi Zhou': 4,\n",
       " 'Gabriel Barth-Maron': 4,\n",
       " 'Tommi Jaakkola': 4,\n",
       " 'Luc Van Gool': 4,\n",
       " 'Yannic Kilcher': 4,\n",
       " 'Jeffrey Pennington': 4,\n",
       " 'Adam Prügel-Bennett': 4,\n",
       " 'Sylvain Gelly': 4,\n",
       " 'Bernhard Schoelkopf': 4,\n",
       " 'Rob Fergus': 4,\n",
       " 'Daniel Cremers': 4,\n",
       " 'Omer Levy': 4,\n",
       " 'Negar Rostamzadeh': 4,\n",
       " 'Balaji Lakshminarayanan': 4,\n",
       " 'Byron Boots': 4,\n",
       " 'Kate Saenko': 4,\n",
       " 'Daniel A. Abolafia': 4,\n",
       " 'Jasper Snoek': 4,\n",
       " 'Bilal Piot': 4,\n",
       " 'Percy Liang': 4,\n",
       " 'David Raposo': 4,\n",
       " 'Vijay Chandrasekhar': 4,\n",
       " 'Michael I. Jordan': 4,\n",
       " 'Richard G. Baraniuk': 4,\n",
       " 'Ji Liu': 4,\n",
       " 'Edward Hughes': 4,\n",
       " 'Hai Zhao': 4,\n",
       " 'Juho Lee': 4,\n",
       " 'Pasquale Minervini': 4,\n",
       " 'Di He': 4,\n",
       " 'Raza Habib': 4,\n",
       " 'Thomas Bird': 4,\n",
       " 'Daniel J. Mankowitz': 4,\n",
       " 'Tuo Zhao': 4,\n",
       " 'Yang Li': 4,\n",
       " 'Angela Fan': 4,\n",
       " 'Wei Wang': 4,\n",
       " 'Yu Bai': 4,\n",
       " 'Guy Wolf': 4,\n",
       " 'Smita Krishnaswamy': 4,\n",
       " 'Yuan Xie': 4,\n",
       " 'Zhaoran Wang': 4,\n",
       " 'Dmitry Vetrov': 4,\n",
       " 'James Glass': 4,\n",
       " 'Xingguo Li': 4,\n",
       " 'Wieland Brendel': 4,\n",
       " 'Animesh Garg': 4,\n",
       " 'Dacheng Tao': 4,\n",
       " 'Zhuoran Yang': 4,\n",
       " 'Xingyou Song': 4,\n",
       " 'Levent Sagun': 3,\n",
       " 'Philip Bachman': 3,\n",
       " 'Bing Xiang': 3,\n",
       " 'Li Deng': 3,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Antoine Bordes': 3,\n",
       " 'Francesco Visin': 3,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Sanjay Purushotham': 3,\n",
       " 'Raquel Urtasun': 3,\n",
       " 'Kristin Branson': 3,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Bhuwan Dhingra': 3,\n",
       " 'Minjoon Seo': 3,\n",
       " 'Surya Ganguli': 3,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Tom Schaul': 3,\n",
       " 'David Sussillo': 3,\n",
       " 'Weiran Wang': 3,\n",
       " 'Karen Livescu': 3,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Geoffrey Hinton': 3,\n",
       " 'Anbang Yao': 3,\n",
       " 'Yurong Chen': 3,\n",
       " 'Huizi Mao': 3,\n",
       " 'William J. Dally': 3,\n",
       " 'Kundan Kumar': 3,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'James Martens': 3,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Mo Yu': 3,\n",
       " 'Christopher Pal': 3,\n",
       " 'Yoav Goldberg': 3,\n",
       " 'Edward Choi': 3,\n",
       " 'Jimeng Sun': 3,\n",
       " 'David Grangier': 3,\n",
       " 'Itay Hubara': 3,\n",
       " 'Kai Arulkumaran': 3,\n",
       " 'Shie Mannor': 3,\n",
       " 'Daniel Jiwoong Im': 3,\n",
       " 'Jörn-Henrik Jacobsen': 3,\n",
       " 'Takeru Miyato': 3,\n",
       " 'Barret Zoph': 3,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " 'Carlos Florensa': 3,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " 'Angeliki Lazaridou': 3,\n",
       " 'Eric Nalisnick': 3,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'Balaji Krishnamurthy': 3,\n",
       " 'Nate Kushman': 3,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Byoung-Tak Zhang': 3,\n",
       " 'Adam Polyak': 3,\n",
       " 'Ishan Durugkar': 3,\n",
       " 'David M. Blei': 3,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Chris J. Maddison': 3,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Tero Karras': 3,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Liam Paninski': 3,\n",
       " 'Devi Parikh': 3,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Brian Cheung': 3,\n",
       " 'Jeff Bilmes': 3,\n",
       " 'Greg Yang': 3,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Hao Li': 3,\n",
       " 'Ilya Loshchilov': 3,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Yuhuai Wu': 3,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Pulkit Agrawal': 3,\n",
       " 'Tom Erez': 3,\n",
       " 'Lei Yu': 3,\n",
       " 'Adriana Romero': 3,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Dzmitry Bahdanau': 3,\n",
       " 'Philemon Brakel': 3,\n",
       " 'Zhuang Liu': 3,\n",
       " 'Kilian Q. Weinberger': 3,\n",
       " 'Sham Kakade': 3,\n",
       " 'Emilio Parisotto': 3,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Aurko Roy': 3,\n",
       " 'Tim Klinger': 3,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Lu Hou': 3,\n",
       " 'Lisha Li': 3,\n",
       " 'Afshin Rostamizadeh': 3,\n",
       " 'Jaime G. Carbonell': 3,\n",
       " 'Samuli Laine': 3,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Harrison Edwards': 3,\n",
       " 'Noam Shazeer': 3,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Chong Wang': 3,\n",
       " 'Michael Maire': 3,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Zihang Dai': 3,\n",
       " 'Hao Wang': 3,\n",
       " 'Victor Bapst': 3,\n",
       " 'Hubert Soyer': 3,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Alexander A. Alemi': 3,\n",
       " 'Andrew Brock': 3,\n",
       " 'Pramod Viswanath': 3,\n",
       " 'Tim Genewein': 3,\n",
       " 'Xuezhe Ma': 3,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'David Krueger': 3,\n",
       " 'Stephan Gouws': 3,\n",
       " 'Anna Goldie': 3,\n",
       " 'William Chan': 3,\n",
       " 'Christian Szegedy': 3,\n",
       " 'Klaus-Robert Müller': 3,\n",
       " 'Ying Nian Wu': 3,\n",
       " 'Douglas Eck': 3,\n",
       " 'Arthur Guez': 3,\n",
       " 'Andre Barreto': 3,\n",
       " 'Jiashi Feng': 3,\n",
       " 'Eric Price': 3,\n",
       " 'Chris Pal': 3,\n",
       " 'Yann Dauphin': 3,\n",
       " 'Li Fei-Fei': 3,\n",
       " 'Yann N. Dauphin': 3,\n",
       " 'Zichao Yang': 3,\n",
       " 'Andrea Vedaldi': 3,\n",
       " 'Jakob Foerster': 3,\n",
       " 'Tao Lin': 3,\n",
       " 'Tian Guo': 3,\n",
       " 'Rakshit Trivedi': 3,\n",
       " 'Rui Luo': 3,\n",
       " 'Randall Balestriero': 3,\n",
       " 'Marta Garnelo': 3,\n",
       " 'Kenton Lee': 3,\n",
       " 'Brooks Paige': 3,\n",
       " 'Han Zhao': 3,\n",
       " 'Wei Xu': 3,\n",
       " 'Yang Yu': 3,\n",
       " 'Stefan Lee': 3,\n",
       " 'Chun-Liang Li': 3,\n",
       " 'Barnabas Poczos': 3,\n",
       " 'Po-Sen Huang': 3,\n",
       " 'Weizhu Chen': 3,\n",
       " 'Edouard Oyallon': 3,\n",
       " 'Xue Bin Peng': 3,\n",
       " 'Wei Wu': 3,\n",
       " 'Zenglin Xu': 3,\n",
       " 'Zachary C. Lipton': 3,\n",
       " 'Jianshu Chen': 3,\n",
       " 'Zhihua Zhang': 3,\n",
       " 'Luke Vilnis': 3,\n",
       " 'Xiaolong Wang': 3,\n",
       " 'Michael W. Mahoney': 3,\n",
       " 'Armando Solar-Lezama': 3,\n",
       " 'Philippe Giguère': 3,\n",
       " 'Brahim Chaib-draa': 3,\n",
       " 'Jake Snell': 3,\n",
       " 'Kevin Swersky': 3,\n",
       " 'Richard Zemel': 3,\n",
       " 'Kai-Wei Chang': 3,\n",
       " 'James Zou': 3,\n",
       " 'Martin Renqiang Min': 3,\n",
       " 'Yufei Ding': 3,\n",
       " 'Kun He': 3,\n",
       " 'Gerald Tesauro': 3,\n",
       " 'Sander Bohte': 3,\n",
       " 'Been Kim': 3,\n",
       " 'Pieter-Jan Kindermans': 3,\n",
       " 'Adam Lerer': 3,\n",
       " 'Corentin Tallec': 3,\n",
       " 'Brendan Maginnis': 3,\n",
       " 'Szymon Sidor': 3,\n",
       " 'Yusuke Iwasawa': 3,\n",
       " 'Kamyar Azizzadenesheli': 3,\n",
       " 'Dmitriy Serdyuk': 3,\n",
       " 'Matthew Hausknecht': 3,\n",
       " 'Serkan Cabi': 3,\n",
       " 'Yuval Tassa': 3,\n",
       " 'Hod Lipson': 3,\n",
       " 'Karl Moritz Hermann': 3,\n",
       " 'Yingzhen Li': 3,\n",
       " 'Eric P. Xing': 3,\n",
       " 'Inderjit S. Dhillon': 3,\n",
       " 'Gregory Diamos': 3,\n",
       " 'Oleksii Kuchaiev': 3,\n",
       " 'Maximilian Igl': 3,\n",
       " 'Vikash Kumar': 3,\n",
       " 'Mingyan Liu': 3,\n",
       " 'Yu Wang': 3,\n",
       " 'Masanori Koyama': 3,\n",
       " 'Stanisław Jastrzębski': 3,\n",
       " 'Sandeep Subramanian': 3,\n",
       " 'Aleksandar Bojchevski': 3,\n",
       " 'Jaime Carbonell': 3,\n",
       " 'Arno Onken': 3,\n",
       " 'Rong Ge': 3,\n",
       " 'Olexa Bilaniuk': 3,\n",
       " 'Ole Winther': 3,\n",
       " 'Jean Kossaifi': 3,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Nicolas Courty': 3,\n",
       " 'Kostas Daniilidis': 3,\n",
       " 'Sameer Singh': 3,\n",
       " 'Aviv Tamar': 3,\n",
       " 'Efstratios Gavves': 3,\n",
       " 'David Dohan': 3,\n",
       " 'Andrea Gesmundo': 3,\n",
       " 'Navin Goyal': 3,\n",
       " 'Zsolt Kira': 3,\n",
       " 'Dan Horgan': 3,\n",
       " 'David Budden': 3,\n",
       " 'Shiyu Chang': 3,\n",
       " 'Tatsuya Harada': 3,\n",
       " 'R Devon Hjelm': 3,\n",
       " 'Eirikur Agustsson': 3,\n",
       " 'Radu Timofte': 3,\n",
       " 'S. M. Ali Eslami': 3,\n",
       " 'Aurelien Lucchi': 3,\n",
       " 'Yasaman Bahri': 3,\n",
       " 'Olivier Bousquet': 3,\n",
       " 'Sainbayar Sukhbaatar': 3,\n",
       " 'John Langford': 3,\n",
       " 'Felix Wu': 3,\n",
       " 'Kilian Weinberger': 3,\n",
       " 'Biswa Sengupta': 3,\n",
       " 'Giannis Nikolentzos': 3,\n",
       " 'Michalis Vazirgiannis': 3,\n",
       " 'Alexandros G. Dimakis': 3,\n",
       " 'Asja Fischer': 3,\n",
       " 'Mohammad Gheshlaghi Azar': 3,\n",
       " 'Wei Wei': 3,\n",
       " 'Nicholas Carlini': 3,\n",
       " 'William Fedus': 3,\n",
       " 'Felix Hill': 3,\n",
       " 'Marlos C. Machado': 3,\n",
       " 'Chulhee Yun': 3,\n",
       " 'Suvrit Sra': 3,\n",
       " 'Ali Jadbabaie': 3,\n",
       " 'James Jordon': 3,\n",
       " 'J. Zico Kolter': 3,\n",
       " 'Tom Goldstein': 3,\n",
       " 'Alexandre Lacoste': 3,\n",
       " 'Sunita Sarawagi': 3,\n",
       " 'Ping Luo': 3,\n",
       " 'Junzhou Huang': 3,\n",
       " 'Paul Vicol': 3,\n",
       " 'David Rolnick': 3,\n",
       " 'Jiri Hron': 3,\n",
       " 'Chongyang Tao': 3,\n",
       " 'Greg Wayne': 3,\n",
       " 'Devendra Singh Chaplot': 3,\n",
       " 'Valentin Khrulkov': 3,\n",
       " 'Simon Lacoste-Julien': 3,\n",
       " 'Konrad Kording': 3,\n",
       " 'Gavin Weiguang Ding': 3,\n",
       " 'Ruitong Huang': 3,\n",
       " 'Yanqi Zhou': 3,\n",
       " 'Jakob Verbeek': 3,\n",
       " 'Voot Tangkaratt': 3,\n",
       " 'Masashi Sugiyama': 3,\n",
       " 'Jonathan Binas': 3,\n",
       " 'Yizhou Wang': 3,\n",
       " 'Hervé Jégou': 3,\n",
       " 'Bin Dong': 3,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'Zhangyang Wang': 3,\n",
       " 'David Barber': 3,\n",
       " 'Namhoon Lee': 3,\n",
       " 'Philip H. S. Torr': 3,\n",
       " 'Shai Shalev-Shwartz': 3,\n",
       " 'Cyril Zhang': 3,\n",
       " 'Hae Beom Lee': 3,\n",
       " 'Huishuai Zhang': 3,\n",
       " 'Ignasi Clavera': 3,\n",
       " 'Deva Ramanan': 3,\n",
       " 'Graham Neubig': 3,\n",
       " 'Oleksandr Shchur': 3,\n",
       " 'Herke van Hoof': 3,\n",
       " 'Jure Leskovec': 3,\n",
       " 'Yingbin Liang': 3,\n",
       " 'Yao-Hung Hubert Tsai': 3,\n",
       " 'Nebojsa Jojic': 3,\n",
       " 'Sara Sabour': 3,\n",
       " 'Behnam Neyshabur': 3,\n",
       " 'Srinadh Bhojanapalli': 3,\n",
       " 'Xiao Li': 3,\n",
       " 'Andrew Jaegle': 3,\n",
       " 'Dongsoo Lee': 3,\n",
       " 'Jae-Joon Kim': 3,\n",
       " 'Amit Deshpande': 3,\n",
       " 'Peter Bailis': 3,\n",
       " 'Matei Zaharia': 3,\n",
       " 'Lars Buesing': 3,\n",
       " 'Sebastien Racaniere': 3,\n",
       " 'Frederic Besse': 3,\n",
       " 'Karol Gregor': 3,\n",
       " 'Elad Hazan': 3,\n",
       " 'Stephan Mandt': 3,\n",
       " 'Jaehoon Lee': 3,\n",
       " 'Chunyuan Li': 3,\n",
       " 'Pin-Yu Chen': 3,\n",
       " 'Jinfeng Yi': 3,\n",
       " 'Ilya Kostrikov': 3,\n",
       " 'Boqing Gong': 3,\n",
       " 'Milad Alizadeh': 3,\n",
       " 'Colin Raffel': 3,\n",
       " 'Will Grathwohl': 3,\n",
       " 'Dami Choi': 3,\n",
       " 'David Duvenaud': 3,\n",
       " 'Sagie Benaim': 3,\n",
       " 'Regina Barzilay': 3,\n",
       " 'Shafiq Joty': 3,\n",
       " 'Yan Zhang': 3,\n",
       " 'Jonathon Hare': 3,\n",
       " 'Logan Engstrom': 3,\n",
       " 'Shagun Sodhani': 3,\n",
       " 'Siddhant M. Jayakumar': 3,\n",
       " 'Deepak Pathak': 3,\n",
       " 'Alexei A. Efros': 3,\n",
       " 'Tanmay Gangwani': 3,\n",
       " 'Aleksander Madry': 3,\n",
       " 'Ludwig Schmidt': 3,\n",
       " 'Dimitris Tsipras': 3,\n",
       " 'Jovana Mitrovic': 3,\n",
       " 'Hung-Yi Lee': 3,\n",
       " 'Julien Perez': 3,\n",
       " 'Sanjiv Kumar': 3,\n",
       " 'Gregory Farquhar': 3,\n",
       " 'Joseph J. Lim': 3,\n",
       " 'Yuxiong He': 3,\n",
       " 'Ashish Vaswani': 3,\n",
       " 'Jakob Uszkoreit': 3,\n",
       " 'Yizhe Zhang': 3,\n",
       " 'Lawrence Carin': 3,\n",
       " 'Marc G. Bellemare': 3,\n",
       " 'Yedid Hoshen': 3,\n",
       " 'Shengjia Zhao': 3,\n",
       " 'Mike Lewis': 3,\n",
       " 'Hao Zhang': 3,\n",
       " 'Bo Chen': 3,\n",
       " 'Mingyuan Zhou': 3,\n",
       " 'Timon Gehr': 3,\n",
       " 'Xingjun Ma': 3,\n",
       " 'James Bailey': 3,\n",
       " 'Benjamin Eysenbach': 3,\n",
       " 'Julian Ibarz': 3,\n",
       " 'Andrew Gordon Wilson': 3,\n",
       " 'Cenk Baykal': 3,\n",
       " 'Dan Feldman': 3,\n",
       " 'Daniela Rus': 3,\n",
       " 'Risto Miikkulainen': 3,\n",
       " 'Simon S. Du': 3,\n",
       " 'Massimiliano Ciaramita': 3,\n",
       " 'Neil Houlsby': 3,\n",
       " 'Philipp Hennig': 3,\n",
       " 'Han Cai': 3,\n",
       " 'Yong Yu': 3,\n",
       " 'Yutian Chen': 3,\n",
       " 'Bin Yu': 3,\n",
       " 'Haichao Zhang': 3,\n",
       " 'Nicholas Rhinehart': 3,\n",
       " 'Petar Veličković': 3,\n",
       " 'Ke Wang': 3,\n",
       " 'Christos Louizos': 3,\n",
       " 'Jaehong Yoon': 3,\n",
       " 'Saibal Mukhopadhyay': 3,\n",
       " 'Youssef Mroueh': 3,\n",
       " 'Michael Tschannen': 3,\n",
       " 'Tingwu Wang': 3,\n",
       " 'Ramakrishna Vedantam': 3,\n",
       " 'Bo Chang': 3,\n",
       " 'Lili Meng': 3,\n",
       " 'Jesse Engel': 3,\n",
       " 'Gábor Melis': 3,\n",
       " 'Seong Joon Oh': 3,\n",
       " 'Bernt Schiele': 3,\n",
       " 'Jacob Menick': 3,\n",
       " 'Gunhee Kim': 3,\n",
       " 'John Miller': 3,\n",
       " 'Alex Wang': 3,\n",
       " 'Samuel R. Bowman': 3,\n",
       " 'Chuan-Sheng Foo': 3,\n",
       " 'Niru Maheswaranathan': 3,\n",
       " 'Liang Lin': 3,\n",
       " 'Tinne Tuytelaars': 3,\n",
       " 'Jianming Zhang': 3,\n",
       " 'Laurence Aitchison': 3,\n",
       " 'Shaileshh Bojja Venkatakrishnan': 3,\n",
       " 'Mohammad Alizadeh': 3,\n",
       " 'Amanpreet Singh': 3,\n",
       " 'Jinwen Ma': 3,\n",
       " 'Tianchen Zhao': 3,\n",
       " 'Xiangyi Chen': 3,\n",
       " 'Mingyi Hong': 3,\n",
       " 'Ellie Pavlick': 3,\n",
       " 'Alexei Baevski': 3,\n",
       " 'Chen Sun': 3,\n",
       " 'Georgios Piliouras': 3,\n",
       " 'Sebastian Tschiatschek': 3,\n",
       " 'Cheng Zhang': 3,\n",
       " 'Thien Huu Nguyen': 3,\n",
       " 'Ankit B. Patel': 3,\n",
       " 'Wanli Ouyang': 3,\n",
       " 'Wei Chen': 3,\n",
       " 'Xin Gao': 3,\n",
       " 'Changyou Chen': 3,\n",
       " 'Philip Torr': 3,\n",
       " 'Yarin Gal': 3,\n",
       " 'Sajad Darabi': 3,\n",
       " 'Jun Huan': 3,\n",
       " 'Richard Baraniuk': 3,\n",
       " 'Diego Klabjan': 3,\n",
       " 'Saehoon Kim': 3,\n",
       " 'Jacek Tabor': 3,\n",
       " 'Igor Podolak': 3,\n",
       " 'Richard Turner': 3,\n",
       " 'Newsha Ardalani': 3,\n",
       " 'Roger B. Grosse': 3,\n",
       " 'Eric Xing': 3,\n",
       " 'Jens Behrmann': 3,\n",
       " 'Jie Fu': 3,\n",
       " 'Ivor W. Tsang': 3,\n",
       " 'Kenneth O. Stanley': 3,\n",
       " 'Jeff Clune': 3,\n",
       " 'Dhruva Tirumala': 3,\n",
       " 'Jonathan Schwarz': 3,\n",
       " 'Sandesh Kamath': 3,\n",
       " 'Tianbao Yang': 3,\n",
       " 'Mohamed Elhoseiny': 3,\n",
       " 'Mingtian Zhang': 3,\n",
       " 'Siqi Liu': 3,\n",
       " 'Thore Graepel': 3,\n",
       " 'Jiawei Zhang': 3,\n",
       " 'Aaron Defazio': 3,\n",
       " 'Xu Tan': 3,\n",
       " 'Taiji Suzuki': 3,\n",
       " 'Xue Lin': 3,\n",
       " 'Kurt Shuster': 3,\n",
       " 'Minshuo Chen': 3,\n",
       " 'Zhang-Wei Hong': 3,\n",
       " 'Chun-Yi Lee': 3,\n",
       " 'Yi Yang': 3,\n",
       " 'Kihyuk Sohn': 3,\n",
       " 'Nojun Kwak': 3,\n",
       " 'Chuang Gan': 3,\n",
       " 'Martin Jaggi': 3,\n",
       " 'Si Si': 3,\n",
       " 'Anusha Nagabandi': 3,\n",
       " 'Arun Ahuja': 3,\n",
       " 'Yonglong Tian': 3,\n",
       " 'David van Dijk': 3,\n",
       " 'Hung Le': 3,\n",
       " 'Gang Niu': 3,\n",
       " 'Mathieu Salzmann': 3,\n",
       " 'Yuan Cao': 3,\n",
       " 'Arsenii Ashukha': 3,\n",
       " 'Neale Ratzlaff': 3,\n",
       " 'Aditya Rawal': 3,\n",
       " 'Katja Hofmann': 3,\n",
       " 'Yun Fu': 3,\n",
       " 'Guodong Zhang': 3,\n",
       " 'Krishnamurthy (Dj) Dvijotham': 3,\n",
       " 'Guang-He Lee': 3,\n",
       " 'Cordelia Schmid': 3,\n",
       " 'Ping Li': 3,\n",
       " 'Sven Gowal': 3,\n",
       " 'Jonathan Uesato': 3,\n",
       " 'Jan Peters': 3,\n",
       " 'Lei Deng': 3,\n",
       " 'Yingce Xia': 3,\n",
       " 'Truyen Tran': 3,\n",
       " 'Svetha Venkatesh': 3,\n",
       " 'Zhiyuan Li': 3,\n",
       " 'Ian Simon': 3,\n",
       " 'Curtis Hawthorne': 3,\n",
       " 'Vinicius Zambaldi': 3,\n",
       " 'Wotao Yin': 3,\n",
       " 'Zhou Yu': 3,\n",
       " 'Ruosong Wang': 3,\n",
       " 'Xiang Ren': 3,\n",
       " 'Bo Han': 3,\n",
       " 'Tiejun Huang': 3,\n",
       " 'Jun-Kun Wang': 3,\n",
       " 'Zhe Wang': 3,\n",
       " 'Dejing Dou': 3,\n",
       " 'Yizhou Sun': 3,\n",
       " 'Yannis Avrithis': 3,\n",
       " 'Wenchao Yu': 3,\n",
       " 'Amir Yazdanbakhsh': 3,\n",
       " 'Chongjie Zhang': 3,\n",
       " 'Pradeep Ravikumar': 3,\n",
       " 'Mingrui Liu': 3,\n",
       " 'Xinshi Chen': 3,\n",
       " 'Yuanhao Wang': 3,\n",
       " 'Sashank Reddi': 3,\n",
       " 'Ekin D. Cubuk': 3,\n",
       " 'Kun Xu': 3,\n",
       " 'Hongxia Yang': 3,\n",
       " 'Baoxin Li': 3,\n",
       " 'Josip Djolonga': 3,\n",
       " 'Yang Gao': 3,\n",
       " 'Xiangyu Zhang': 3,\n",
       " 'Chen Zhu': 3,\n",
       " 'Jifeng Dai': 3,\n",
       " 'Rongjie Lai': 3,\n",
       " 'Guillaume Obozinski': 3,\n",
       " 'Pietro Lio': 3,\n",
       " 'Se Jung Kwon': 3,\n",
       " 'Gu-Yeon Wei': 3,\n",
       " 'Jie Zhang': 3,\n",
       " 'Jian Sun': 3,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Anitha Kannan': 2,\n",
       " 'Asim Kadav': 2,\n",
       " 'Wojciech Marian Czarnecki': 2,\n",
       " 'Abdel-rahman Mohamed': 2,\n",
       " 'Arvind Neelakantan': 2,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Tim Cooijmans': 2,\n",
       " 'Alban Desmaison': 2,\n",
       " 'Philip H.S. Torr': 2,\n",
       " 'Tegan Maharaj': 2,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Rico Jonschkowski': 2,\n",
       " 'Oliver Brock': 2,\n",
       " 'Hervé Glotin': 2,\n",
       " 'Sarath Chandar': 2,\n",
       " 'Tom Zahavy': 2,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Xia Song': 2,\n",
       " 'Saurabh Tiwary': 2,\n",
       " 'Bert De Brabandere': 2,\n",
       " 'Arnold W.M. Smeulders': 2,\n",
       " 'Fuxin Li': 2,\n",
       " 'Xiaoli Fern': 2,\n",
       " 'Minmin Chen': 2,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Arka Pal': 2,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Silvia Chiappa': 2,\n",
       " 'Daan Wierstra': 2,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Abhishek Sinha': 2,\n",
       " 'Mausoom Sarkar': 2,\n",
       " 'Klaus Greff': 2,\n",
       " 'Jin-Hwa Kim': 2,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Ian Gemp': 2,\n",
       " 'Tanachat Nilanon': 2,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'Alexander G. Schwing': 2,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Tianhe Yu': 2,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Janarthanan Rajendran': 2,\n",
       " 'Ke Li': 2,\n",
       " 'Bruno Olshausen': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Sewon Min': 2,\n",
       " 'Matthai Philipose': 2,\n",
       " 'Rich Caruana': 2,\n",
       " 'Shuang Li': 2,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Coline Devin': 2,\n",
       " 'Yuri Burda': 2,\n",
       " 'Florian Bordes': 2,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Tomas Kocisky': 2,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Akram Erraqabi': 2,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'Tong Che': 2,\n",
       " 'Wenjie Li': 2,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'John Thickstun': 2,\n",
       " 'Zaid Harchaoui': 2,\n",
       " 'Matej Balog': 2,\n",
       " 'Sahil Sharma': 2,\n",
       " 'Thomas Moreau': 2,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Murray Campbell': 2,\n",
       " 'Iuri Frosio': 2,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Quanming Yao': 2,\n",
       " 'Kevin Jamieson': 2,\n",
       " 'George Philipp': 2,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'Aditya Grover': 2,\n",
       " 'Jeff Dean': 2,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Aojun Zhou': 2,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Jeff Pool': 2,\n",
       " 'Bryan Catanzaro': 2,\n",
       " 'Adji B. Dieng': 2,\n",
       " 'Ronen Basri': 2,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Rithesh Kumar': 2,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Benjamin Recht': 2,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Bowen Baker': 2,\n",
       " 'Eric Jang': 2,\n",
       " 'Faruk Ahmed': 2,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'Yimeng Zhang': 2,\n",
       " 'Tai Sing Lee': 2,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Joshua V. Dillon': 2,\n",
       " 'Greg Diamos': 2,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Thomas Laurent': 2,\n",
       " 'Olivier Mastropietro': 2,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Cicero Nogueira dos Santos': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Gautam Pai': 2,\n",
       " 'Ron Kimmel': 2,\n",
       " 'Yongxin Yang': 2,\n",
       " 'Timothy M. Hospedales': 2,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'Alexander M. Rush': 2,\n",
       " 'David Ha': 2,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Tameem Adel': 2,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Nikos Komodakis': 2,\n",
       " ...}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allSubmissionAuthor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 12,\n",
       " 'Aaron Courville': 10,\n",
       " 'Pieter Abbeel': 9,\n",
       " 'Max Welling': 8,\n",
       " 'Sergey Levine': 8,\n",
       " 'Jiajun Wu': 8,\n",
       " 'Jason Weston': 7,\n",
       " 'Richard Socher': 7,\n",
       " 'Jascha Sohl-Dickstein': 7,\n",
       " 'Samy Bengio': 6,\n",
       " 'Pushmeet Kohli': 6,\n",
       " 'Volodymyr Mnih': 6,\n",
       " 'Ruslan Salakhutdinov': 6,\n",
       " 'Caiming Xiong': 6,\n",
       " 'Kyunghyun Cho': 6,\n",
       " 'William T. Freeman': 6,\n",
       " 'Abhinav Gupta': 6,\n",
       " 'Koray Kavukcuoglu': 5,\n",
       " 'Balaraman Ravindran': 5,\n",
       " 'Ben Poole': 5,\n",
       " 'Tengyu Ma': 5,\n",
       " 'Remi Munos': 5,\n",
       " 'Dawn Song': 5,\n",
       " 'Kevin Murphy': 5,\n",
       " \"Marc'Aurelio Ranzato\": 5,\n",
       " 'Ilya Sutskever': 5,\n",
       " 'Arthur Szlam': 5,\n",
       " 'Roger Grosse': 5,\n",
       " 'Joan Bruna': 5,\n",
       " 'Misha Denil': 5,\n",
       " 'Nando de Freitas': 5,\n",
       " 'Edward Grefenstette': 5,\n",
       " 'Ofir Nachum': 5,\n",
       " 'M. Pawan Kumar': 5,\n",
       " 'Quoc V. Le': 5,\n",
       " 'Hugo Larochelle': 5,\n",
       " 'Shixiang Gu': 5,\n",
       " 'Nicolas Ballas': 5,\n",
       " 'Song Han': 5,\n",
       " 'Erich Elsen': 5,\n",
       " 'Oriol Vinyals': 5,\n",
       " 'Razvan Pascanu': 5,\n",
       " 'Nicolas Heess': 5,\n",
       " 'Zachary C. Lipton': 5,\n",
       " 'Animashree Anandkumar': 5,\n",
       " 'Igor Mordatch': 5,\n",
       " 'Douwe Kiela': 5,\n",
       " 'Bo Li': 5,\n",
       " 'Felix Hill': 5,\n",
       " 'Martin Jaggi': 5,\n",
       " 'Quoc Le': 4,\n",
       " 'Daniel Tarlow': 4,\n",
       " 'Yann LeCun': 4,\n",
       " 'Andrew M. Dai': 4,\n",
       " 'Ian Goodfellow': 4,\n",
       " 'Marc Brockschmidt': 4,\n",
       " 'William W. Cohen': 4,\n",
       " 'Ali Farhadi': 4,\n",
       " 'Hannaneh Hajishirzi': 4,\n",
       " 'Frank Hutter': 4,\n",
       " 'Phil Blunsom': 4,\n",
       " 'Edouard Grave': 4,\n",
       " 'Armand Joulin': 4,\n",
       " 'Nicolas Usunier': 4,\n",
       " 'Moritz Hardt': 4,\n",
       " 'Eduard Hovy': 4,\n",
       " 'Sanjeev Arora': 4,\n",
       " 'Honglak Lee': 4,\n",
       " 'Matthew Botvinick': 4,\n",
       " 'Trevor Darrell': 4,\n",
       " 'Yaniv Taigman': 4,\n",
       " 'Lior Wolf': 4,\n",
       " 'Yan Liu': 4,\n",
       " 'Jian Peng': 4,\n",
       " 'Chelsea Finn': 4,\n",
       " 'Stefano Soatto': 4,\n",
       " 'Dhruv Batra': 4,\n",
       " 'Hanjun Dai': 4,\n",
       " 'Bo Dai': 4,\n",
       " 'Le Song': 4,\n",
       " 'Matthias Bethge': 4,\n",
       " 'Yuandong Tian': 4,\n",
       " 'Samuel S. Schoenholz': 4,\n",
       " 'Dani Yogatama': 4,\n",
       " 'Wang Ling': 4,\n",
       " 'David Silver': 4,\n",
       " 'Mohammad Norouzi': 4,\n",
       " 'Andrew Zisserman': 4,\n",
       " 'Johannes Ballé': 4,\n",
       " 'Rishabh Singh': 4,\n",
       " 'Lihong Li': 4,\n",
       " 'Lukasz Kaiser': 4,\n",
       " 'Timothy Lillicrap': 4,\n",
       " 'Richard E. Turner': 4,\n",
       " 'Ziyu Wang': 4,\n",
       " 'Jimmy Ba': 4,\n",
       " 'Tim Rocktäschel': 4,\n",
       " 'Victor Zhong': 4,\n",
       " 'Vladlen Koltun': 4,\n",
       " 'Nan Rosemary Ke': 4,\n",
       " 'Xinyun Chen': 4,\n",
       " 'Yonatan Belinkov': 4,\n",
       " 'Adam Trischler': 4,\n",
       " 'Demis Hassabis': 4,\n",
       " 'Ludovic Denoyer': 4,\n",
       " 'Devansh Arpit': 4,\n",
       " 'Mihaela van der Schaar': 4,\n",
       " 'Karl Tuyls': 4,\n",
       " 'Guillaume Lample': 4,\n",
       " 'Qiang Liu': 4,\n",
       " 'Yi Zhou': 4,\n",
       " 'Nathan Srebro': 4,\n",
       " 'Stefano Ermon': 4,\n",
       " 'Roman Novak': 4,\n",
       " 'Jeffrey Pennington': 4,\n",
       " 'Will Dabney': 4,\n",
       " 'Byron Boots': 4,\n",
       " 'Percy Liang': 4,\n",
       " 'Graham Neubig': 4,\n",
       " 'Michael Auli': 4,\n",
       " 'Huan Zhang': 4,\n",
       " 'Richard Zemel': 4,\n",
       " 'Sijia Liu': 4,\n",
       " 'Angela Fan': 4,\n",
       " 'Yu Bai': 4,\n",
       " 'Adam Santoro': 4,\n",
       " 'Quanquan Gu': 4,\n",
       " 'Jiwei Li': 3,\n",
       " 'Shakir Mohamed': 3,\n",
       " 'Yan Duan': 3,\n",
       " 'Francesco Visin': 3,\n",
       " 'Alexander L. Gaunt': 3,\n",
       " 'Shuohang Wang': 3,\n",
       " 'Jing Jiang': 3,\n",
       " 'Timo Aila': 3,\n",
       " 'Xi Chen': 3,\n",
       " 'Diederik P. Kingma': 3,\n",
       " 'Tim Salimans': 3,\n",
       " 'Zhilin Yang': 3,\n",
       " 'Minjoon Seo': 3,\n",
       " 'James Bradbury': 3,\n",
       " 'Stephen Merity': 3,\n",
       " 'Chris Dyer': 3,\n",
       " 'Ameet Talwalkar': 3,\n",
       " 'Ping Tak Peter Tang': 3,\n",
       " 'Sharan Narang': 3,\n",
       " 'Huizi Mao': 3,\n",
       " 'William J. Dally': 3,\n",
       " 'Ishaan Gulrajani': 3,\n",
       " 'Vincent Dumoulin': 3,\n",
       " 'Martin Arjovsky': 3,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Irina Higgins': 3,\n",
       " 'Loic Matthey': 3,\n",
       " 'Alexander Lerchner': 3,\n",
       " 'Jiahui Yu': 3,\n",
       " 'Jianchao Yang': 3,\n",
       " \"Brendan O'Donoghue\": 3,\n",
       " \"Peter O'Connor\": 3,\n",
       " 'Jeff Donahue': 3,\n",
       " 'David Lopez-Paz': 3,\n",
       " 'Caglar Gulcehre': 3,\n",
       " 'Nate Kushman': 3,\n",
       " 'Jürgen Schmidhuber': 3,\n",
       " 'Adam Polyak': 3,\n",
       " 'Richard Shin': 3,\n",
       " 'Dustin Tran': 3,\n",
       " 'Mengye Ren': 3,\n",
       " 'Renjie Liao': 3,\n",
       " 'Fabian H. Sinz': 3,\n",
       " 'Yee Whye Teh': 3,\n",
       " 'Justin Fu': 3,\n",
       " 'Pratik Chaudhari': 3,\n",
       " 'Tommi S. Jaakkola': 3,\n",
       " 'Michael Chang': 3,\n",
       " 'Antonio Torralba': 3,\n",
       " 'Josh Merel': 3,\n",
       " 'Devi Parikh': 3,\n",
       " 'Prafulla Dhariwal': 3,\n",
       " 'David Warde-Farley': 3,\n",
       " 'Mikael Henaff': 3,\n",
       " 'Christopher D. Manning': 3,\n",
       " 'Stefan Falkner': 3,\n",
       " 'Jost Tobias Springenberg': 3,\n",
       " 'Hao Li': 3,\n",
       " 'Martin Vechev': 3,\n",
       " 'Abhishek Gupta': 3,\n",
       " 'Pascal Vincent': 3,\n",
       " 'Aravind Rajeswaran': 3,\n",
       " 'Tom Erez': 3,\n",
       " 'Lei Yu': 3,\n",
       " 'Nicolas Papernot': 3,\n",
       " 'Dale Schuurmans': 3,\n",
       " 'Kelvin Xu': 3,\n",
       " 'Anirudh Goyal': 3,\n",
       " 'Leonard Berrada': 3,\n",
       " 'Gao Huang': 3,\n",
       " 'John E. Hopcroft': 3,\n",
       " 'Sham Kakade': 3,\n",
       " 'Sebastian Nowozin': 3,\n",
       " 'W. James Murdoch': 3,\n",
       " 'Dengyong Zhou': 3,\n",
       " 'Aurko Roy': 3,\n",
       " 'José Miguel Hernández-Lobato': 3,\n",
       " 'Mohammad Babaeizadeh': 3,\n",
       " 'Andrew McCallum': 3,\n",
       " 'Lu Hou': 3,\n",
       " 'James T. Kwok': 3,\n",
       " 'Gabriel Synnaeve': 3,\n",
       " 'Zeming Lin': 3,\n",
       " 'Sachin Ravi': 3,\n",
       " 'Amos Storkey': 3,\n",
       " 'Wei Wen': 3,\n",
       " 'Hai Li': 3,\n",
       " 'Yiran Chen': 3,\n",
       " 'Noam Shazeer': 3,\n",
       " 'Nadav Cohen': 3,\n",
       " 'Chong Wang': 3,\n",
       " 'Akshay Balsubramani': 3,\n",
       " 'Peter W. Battaglia': 3,\n",
       " 'Zihang Dai': 3,\n",
       " 'Alan Yuille': 3,\n",
       " 'Victor Bapst': 3,\n",
       " 'Raia Hadsell': 3,\n",
       " 'Rudy Bunel': 3,\n",
       " 'Ian Fischer': 3,\n",
       " 'Andrew Brock': 3,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Laurent Dinh': 3,\n",
       " 'Alexey Dosovitskiy': 3,\n",
       " 'Nitish Shirish Keskar': 3,\n",
       " 'Chang Liu': 3,\n",
       " 'Yuval Tassa': 3,\n",
       " 'Yingzhen Li': 3,\n",
       " 'Dumitru Erhan': 3,\n",
       " 'Jinsung Yoon': 3,\n",
       " 'Maximilian Igl': 3,\n",
       " 'Vikash Kumar': 3,\n",
       " 'Stephen Clark': 3,\n",
       " 'Masanori Koyama': 3,\n",
       " 'Sandeep Subramanian': 3,\n",
       " 'Elad Hoffer': 3,\n",
       " 'Daniel Soudry': 3,\n",
       " 'Abbas Abdolmaleki': 3,\n",
       " 'Martin Riedmiller': 3,\n",
       " 'Yi Zhang': 3,\n",
       " 'Kostas Daniilidis': 3,\n",
       " 'Sameer Singh': 3,\n",
       " 'David Budden': 3,\n",
       " 'Gabriel Barth-Maron': 3,\n",
       " 'Matteo Hessel': 3,\n",
       " 'Tatsuya Harada': 3,\n",
       " 'Yasaman Bahri': 3,\n",
       " 'Charles Blundell': 3,\n",
       " 'Jason D. Lee': 3,\n",
       " 'Bilal Piot': 3,\n",
       " 'William Fedus': 3,\n",
       " 'Chulhee Yun': 3,\n",
       " 'Suvrit Sra': 3,\n",
       " 'Ali Jadbabaie': 3,\n",
       " 'James Jordon': 3,\n",
       " 'Tom Goldstein': 3,\n",
       " 'Sunita Sarawagi': 3,\n",
       " 'Jiri Hron': 3,\n",
       " 'Greg Wayne': 3,\n",
       " 'Stephan Günnemann': 3,\n",
       " 'Ivan Oseledets': 3,\n",
       " 'Simon Lacoste-Julien': 3,\n",
       " 'Gavin Weiguang Ding': 3,\n",
       " 'Ruitong Huang': 3,\n",
       " 'Jun Zhu': 3,\n",
       " 'Hervé Jégou': 3,\n",
       " 'Hongyuan Zha': 3,\n",
       " 'David Barber': 3,\n",
       " 'Namhoon Lee': 3,\n",
       " 'Philip H. S. Torr': 3,\n",
       " 'Ignasi Clavera': 3,\n",
       " 'Deva Ramanan': 3,\n",
       " 'Andrew Ilyas': 3,\n",
       " 'Yingbin Liang': 3,\n",
       " 'Sara Sabour': 3,\n",
       " 'Behnam Neyshabur': 3,\n",
       " 'Srinadh Bhojanapalli': 3,\n",
       " 'Andrew Jaegle': 3,\n",
       " 'Jae-Joon Kim': 3,\n",
       " 'Wei Zhang': 3,\n",
       " 'Tao Qin': 3,\n",
       " 'Jaehoon Lee': 3,\n",
       " 'Pin-Yu Chen': 3,\n",
       " 'Jinfeng Yi': 3,\n",
       " 'Cho-Jui Hsieh': 3,\n",
       " 'Sylvain Gelly': 3,\n",
       " 'Ilya Kostrikov': 3,\n",
       " 'Rob Fergus': 3,\n",
       " 'Boqing Gong': 3,\n",
       " 'Colin Raffel': 3,\n",
       " 'Will Grathwohl': 3,\n",
       " 'David Duvenaud': 3,\n",
       " 'Sagie Benaim': 3,\n",
       " 'Yan Zhang': 3,\n",
       " 'Jonathon Hare': 3,\n",
       " 'Adam Prügel-Bennett': 3,\n",
       " 'Joshua B. Tenenbaum': 3,\n",
       " 'Siddhant M. Jayakumar': 3,\n",
       " 'Tanmay Gangwani': 3,\n",
       " 'Aleksander Madry': 3,\n",
       " 'Dimitris Tsipras': 3,\n",
       " 'Sanjiv Kumar': 3,\n",
       " 'Shimon Whiteson': 3,\n",
       " 'Joseph J. Lim': 3,\n",
       " 'Hao Zhang': 3,\n",
       " 'Mingyuan Zhou': 3,\n",
       " 'George Tucker': 3,\n",
       " 'Julian Ibarz': 3,\n",
       " 'Andrew Gordon Wilson': 3,\n",
       " 'Simon S. Du': 3,\n",
       " 'Kate Saenko': 3,\n",
       " 'Han Cai': 3,\n",
       " 'Weinan Zhang': 3,\n",
       " 'Jun Wang': 3,\n",
       " 'Yong Yu': 3,\n",
       " 'Nicholas Rhinehart': 3,\n",
       " 'Kris M. Kitani': 3,\n",
       " 'Petar Veličković': 3,\n",
       " 'Karen Simonyan': 3,\n",
       " 'Christos Louizos': 3,\n",
       " 'Eunho Yang': 3,\n",
       " 'Sung Ju Hwang': 3,\n",
       " 'Balaji Lakshminarayanan': 3,\n",
       " 'Tingwu Wang': 3,\n",
       " 'Sanja Fidler': 3,\n",
       " 'Manzil Zaheer': 3,\n",
       " 'Jesse Engel': 3,\n",
       " 'Adam Roberts': 3,\n",
       " 'Mario Fritz': 3,\n",
       " 'Bernt Schiele': 3,\n",
       " 'Jacob Menick': 3,\n",
       " 'Omer Levy': 3,\n",
       " 'Gunhee Kim': 3,\n",
       " 'Jinwoo Shin': 3,\n",
       " 'Tinne Tuytelaars': 3,\n",
       " 'Amanpreet Singh': 3,\n",
       " 'Wieland Brendel': 3,\n",
       " 'Alexei Baevski': 3,\n",
       " 'Georgios Piliouras': 3,\n",
       " 'Dhruva Tirumala': 3,\n",
       " 'Jonathan Schwarz': 3,\n",
       " 'Yiming Yang': 3,\n",
       " 'Ji Liu': 3,\n",
       " 'Siqi Liu': 3,\n",
       " 'Thore Graepel': 3,\n",
       " 'Di He': 3,\n",
       " 'Liwei Wang': 3,\n",
       " 'Chuang Gan': 3,\n",
       " 'Arun Ahuja': 3,\n",
       " 'Yonglong Tian': 3,\n",
       " 'Lars Buesing': 3,\n",
       " 'Theophane Weber': 3,\n",
       " 'Richard G. Baraniuk': 3,\n",
       " 'Zhaoran Wang': 3,\n",
       " 'Arsenii Ashukha': 3,\n",
       " 'Dmitry Vetrov': 3,\n",
       " 'James Glass': 3,\n",
       " 'Wei Wang': 3,\n",
       " 'Guodong Zhang': 3,\n",
       " 'Krishnamurthy (Dj) Dvijotham': 3,\n",
       " 'Guang-He Lee': 3,\n",
       " 'Sven Gowal': 3,\n",
       " 'Logan Engstrom': 3,\n",
       " 'Yao-Hung Hubert Tsai': 3,\n",
       " 'Lawrence Carin': 3,\n",
       " 'Truyen Tran': 3,\n",
       " 'Svetha Venkatesh': 3,\n",
       " 'Zhiyuan Li': 3,\n",
       " 'Jakob Uszkoreit': 3,\n",
       " 'Vinicius Zambaldi': 3,\n",
       " 'Marcus Rohrbach': 3,\n",
       " 'Daniel J. Mankowitz': 3,\n",
       " 'Chongjie Zhang': 3,\n",
       " 'Xinshi Chen': 3,\n",
       " 'Yuanhao Wang': 3,\n",
       " 'Sashank Reddi': 3,\n",
       " 'Zhuoran Yang': 3,\n",
       " 'Chen Zhu': 3,\n",
       " 'Katja Hofmann': 3,\n",
       " 'Xiao Wang': 3,\n",
       " 'Xingyou Song': 3,\n",
       " 'Antoine Bordes': 2,\n",
       " 'Alexander H. Miller': 2,\n",
       " 'Sumit Chopra': 2,\n",
       " 'Stephen Tyree': 2,\n",
       " 'Jan Kautz': 2,\n",
       " 'Shengjie Wang': 2,\n",
       " 'Lucas Theis': 2,\n",
       " 'Wenzhe Shi': 2,\n",
       " 'Ferenc Huszár': 2,\n",
       " 'Kundan Kumar': 2,\n",
       " 'Dougal J. Sutherland': 2,\n",
       " 'Heiko Strathmann': 2,\n",
       " 'Alex Smola': 2,\n",
       " 'Arthur Gretton': 2,\n",
       " 'Yingyu Liang': 2,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Fuxin Li': 2,\n",
       " 'Minmin Chen': 2,\n",
       " 'Takeru Miyato': 2,\n",
       " 'Barret Zoph': 2,\n",
       " 'Jimei Yang': 2,\n",
       " 'Seunghoon Hong': 2,\n",
       " 'Arka Pal': 2,\n",
       " 'Edward Meeds': 2,\n",
       " 'Yingzhen Yang': 2,\n",
       " 'Thomas S. Huang': 2,\n",
       " 'Carlos Florensa': 2,\n",
       " 'Angeliki Lazaridou': 2,\n",
       " 'Alexander Peysakhovich': 2,\n",
       " 'Marco Baroni': 2,\n",
       " 'Eric Nalisnick': 2,\n",
       " 'Philipp Krähenbühl': 2,\n",
       " 'Y-Lan Boureau': 2,\n",
       " 'Marcin Moczulski': 2,\n",
       " 'Balaji Krishnamurthy': 2,\n",
       " 'Klaus Greff': 2,\n",
       " 'Jung-Woo Ha': 2,\n",
       " 'Ishan Durugkar': 2,\n",
       " 'Ian Gemp': 2,\n",
       " 'Dan Jurafsky': 2,\n",
       " 'Matthew D. Hoffman': 2,\n",
       " 'David M. Blei': 2,\n",
       " 'Sungjin Ahn': 2,\n",
       " 'Yang Liu': 2,\n",
       " 'Raquel Urtasun': 2,\n",
       " 'Richard S. Zemel': 2,\n",
       " 'Chris J. Maddison': 2,\n",
       " 'Andriy Mnih': 2,\n",
       " 'Tero Karras': 2,\n",
       " 'Kristin Branson': 2,\n",
       " 'Yisong Yue': 2,\n",
       " 'David Alvarez-Melis': 2,\n",
       " 'Jitendra Malik': 2,\n",
       " 'John Schulman': 2,\n",
       " 'Brian Cheung': 2,\n",
       " 'Bhuwan Dhingra': 2,\n",
       " 'Ye Yuan': 2,\n",
       " 'Sewon Min': 2,\n",
       " 'Jeff Bilmes': 2,\n",
       " 'Greg Yang': 2,\n",
       " 'Wieland Brendel *': 2,\n",
       " 'Justin Gilmer': 2,\n",
       " 'Surya Ganguli': 2,\n",
       " 'Ilya Loshchilov': 2,\n",
       " 'Pavol Bielik': 2,\n",
       " 'Yuhuai Wu': 2,\n",
       " 'Yuri Burda': 2,\n",
       " 'Taco S. Cohen': 2,\n",
       " 'Pulkit Agrawal': 2,\n",
       " 'Peter Battaglia': 2,\n",
       " 'Kunal Talwar': 2,\n",
       " 'Adriana Romero': 2,\n",
       " 'Tristan Sylvain': 2,\n",
       " 'Akash Srivastava': 2,\n",
       " 'Charles Sutton': 2,\n",
       " 'Patrick van der Smagt': 2,\n",
       " 'Shiyu Liang': 2,\n",
       " 'R. Srikant': 2,\n",
       " 'Tom Schaul': 2,\n",
       " 'Joel Z Leibo': 2,\n",
       " 'Tong Che': 2,\n",
       " 'Dzmitry Bahdanau': 2,\n",
       " 'Philemon Brakel': 2,\n",
       " 'Joelle Pineau': 2,\n",
       " 'Eero P. Simoncelli': 2,\n",
       " 'Yixuan Li': 2,\n",
       " 'Geoff Pleiss': 2,\n",
       " 'Zhuang Liu': 2,\n",
       " 'Kilian Q. Weinberger': 2,\n",
       " 'Emilio Parisotto': 2,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Tim Klinger': 2,\n",
       " 'Clemens Rosenbaum': 2,\n",
       " 'Murray Campbell': 2,\n",
       " 'Tsendsuren Munkhdalai': 2,\n",
       " 'Lisha Li': 2,\n",
       " 'Jaime G. Carbonell': 2,\n",
       " 'Samuli Laine': 2,\n",
       " 'Harrison Edwards': 2,\n",
       " 'Pradeep Dubey': 2,\n",
       " 'Geoffrey Hinton': 2,\n",
       " 'Jeff Dean': 2,\n",
       " 'Zoubin Ghahramani': 2,\n",
       " 'Amnon Shashua': 2,\n",
       " 'Yiwen Guo': 2,\n",
       " 'Jeff Pool': 2,\n",
       " 'Jianfeng Gao': 2,\n",
       " 'Ronen Basri': 2,\n",
       " 'Soroush Mehri': 2,\n",
       " 'Michael Maire': 2,\n",
       " 'Chiyuan Zhang': 2,\n",
       " 'Jessica B. Hamrick': 2,\n",
       " 'Arash Ardakani': 2,\n",
       " 'Warren J. Gross': 2,\n",
       " 'Amjad Almahairi': 2,\n",
       " 'Bowen Baker': 2,\n",
       " 'Eric Jang': 2,\n",
       " 'Adrien Ali Taiga': 2,\n",
       " 'Hao Wang': 2,\n",
       " 'James Martens': 2,\n",
       " 'Hubert Soyer': 2,\n",
       " 'Andrea Banino': 2,\n",
       " 'Ross Goroshin': 2,\n",
       " 'Dharshan Kumaran': 2,\n",
       " 'Zhitang Chen': 2,\n",
       " 'Pascal Poupart': 2,\n",
       " 'Alexander A. Alemi': 2,\n",
       " 'J.M. Ritchie': 2,\n",
       " 'Nick Weston': 2,\n",
       " 'Zhouhan Lin': 2,\n",
       " 'Mo Yu': 2,\n",
       " 'Bowen Zhou': 2,\n",
       " 'Jiaqi Mu': 2,\n",
       " 'Pramod Viswanath': 2,\n",
       " 'Jan Hendrik Metzen': 2,\n",
       " 'Tim Genewein': 2,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Luke Metz': 2,\n",
       " 'David Pfau': 2,\n",
       " 'David Ha': 2,\n",
       " 'Xuezhe Ma': 2,\n",
       " 'Yaoliang Yu': 2,\n",
       " 'Yuntian Deng': 2,\n",
       " 'Tameem Adel': 2,\n",
       " 'Samuel L. Smith': 2,\n",
       " 'Nils Y. Hammerla': 2,\n",
       " 'Nikos Komodakis': 2,\n",
       " 'Christopher Pal': 2,\n",
       " 'Alexey Kurakin': 2,\n",
       " 'Jonathon Shlens': 2,\n",
       " 'Ryota Tomioka': 2,\n",
       " 'Dheevatsa Mudigere': 2,\n",
       " 'Guillem Cucurull': 2,\n",
       " 'William Chan': 2,\n",
       " 'Yu Zhang': 2,\n",
       " 'Christian Szegedy': 2,\n",
       " 'Einat Kermany': 2,\n",
       " 'Ofer Lavi': 2,\n",
       " 'Graham W. Taylor': 2,\n",
       " 'Dmitriy Serdyuk': 2,\n",
       " 'Alistair Muldal': 2,\n",
       " 'Gerald Tesauro': 2,\n",
       " 'Pieter-Jan Kindermans': 2,\n",
       " 'Trapit Bansal': 2,\n",
       " 'Frank Wood': 2,\n",
       " 'Moustapha Cisse': 2,\n",
       " 'Warren He': 2,\n",
       " 'Christopher J Pal': 2,\n",
       " 'Alex Graves': 2,\n",
       " 'Corentin Tallec': 2,\n",
       " 'Yann Ollivier': 2,\n",
       " 'Alexis Conneau': 2,\n",
       " 'Asit Mishra': 2,\n",
       " 'Debbie Marr': 2,\n",
       " 'Nicolas Courty': 2,\n",
       " 'Aviv Tamar': 2,\n",
       " 'Laurens van der Maaten': 2,\n",
       " 'Tianyi Zhou': 2,\n",
       " 'Dan Horgan': 2,\n",
       " 'Yoshitaka Ushiku': 2,\n",
       " 'Aurelien Lucchi': 2,\n",
       " 'Thomas Hofmann': 2,\n",
       " 'Ben Goodrich': 2,\n",
       " 'Aidan N. Gomez': 2,\n",
       " 'Jasper Snoek': 2,\n",
       " 'Alexandros G. Dimakis': 2,\n",
       " 'Szymon Sidor': 2,\n",
       " 'Mohammad Gheshlaghi Azar': 2,\n",
       " 'Prateek Jain': 2,\n",
       " 'Matthew Riemer': 2,\n",
       " 'Alessandro Sordoni': 2,\n",
       " 'Chris Pal': 2,\n",
       " 'Emmanuel de Bezenac': 2,\n",
       " 'Arthur Pajot': 2,\n",
       " 'Patrick Gallinari': 2,\n",
       " 'Ozan Sener': 2,\n",
       " 'Mikołaj Bińkowski': 2,\n",
       " 'Gabor Melis': 2,\n",
       " 'Mikhail Khodak': 2,\n",
       " 'Marlos C. Machado': 2,\n",
       " 'Miao Liu': 2,\n",
       " 'Klaus-Robert Müller': 2,\n",
       " 'Murray Shanahan': 2,\n",
       " 'Bo Zong': 2,\n",
       " 'Wei Cheng': 2,\n",
       " 'Haifeng Chen': 2,\n",
       " 'Hieu Pham': 2,\n",
       " 'David Jacobs': 2,\n",
       " 'Trung Le': 2,\n",
       " 'Dinh Phung': 2,\n",
       " 'Tom Rainforth': 2,\n",
       " 'Dibya Ghosh': 2,\n",
       " 'Avi Singh': 2,\n",
       " 'Hongyi Zhang': 2,\n",
       " 'Yann N. Dauphin': 2,\n",
       " 'Chaowei Xiao': 2,\n",
       " 'Jun-Yan Zhu': 2,\n",
       " 'Vikas Verma': 2,\n",
       " 'Karl Moritz Hermann': 2,\n",
       " 'Yujun Lin': 2,\n",
       " 'Yeming Wen': 2,\n",
       " 'Paul Vicol': 2,\n",
       " 'David Rolnick': 2,\n",
       " 'Tengfei Ma': 2,\n",
       " 'Alexander G. de G. Matthews': 2,\n",
       " 'Mark Rowland': 2,\n",
       " 'Thomas Brox': 2,\n",
       " 'Aleksandar Bojchevski': 2,\n",
       " 'Devendra Singh Chaplot': 2,\n",
       " 'Valentin Khrulkov': 2,\n",
       " 'Arno Onken': 2,\n",
       " 'Jian Zhang': 2,\n",
       " 'Xiaogang Wang': 2,\n",
       " 'Brooks Paige': 2,\n",
       " 'Voot Tangkaratt': 2,\n",
       " 'Masashi Sugiyama': 2,\n",
       " 'Sjoerd van Steenkiste': 2,\n",
       " 'Jiaxin Shi': 2,\n",
       " 'Shengyang Sun': 2,\n",
       " 'Jiachen Yang': 2,\n",
       " 'Rakshit Trivedi': 2,\n",
       " 'Huan Xu': 2,\n",
       " 'Aleksandar Botev': 2,\n",
       " 'Karol Hausman': 2,\n",
       " 'Jiashi Feng': 2,\n",
       " 'Amir Globerson': 2,\n",
       " 'Shai Shalev-Shwartz': 2,\n",
       " 'Cyril Zhang': 2,\n",
       " 'Hsin-Yuan Huang': 2,\n",
       " 'Weizhu Chen': 2,\n",
       " 'Kamyar Azizzadenesheli': 2,\n",
       " 'Jean Kossaifi': 2,\n",
       " 'Guoqi Li': 2,\n",
       " 'Mostafa Dehghani': 2,\n",
       " 'Arash Mehrjou': 2,\n",
       " 'Stephan Gouws': 2,\n",
       " 'Bernhard Schölkopf': 2,\n",
       " 'Kai-Wei Chang': 2,\n",
       " 'Jing Li': 2,\n",
       " 'Efstratios Gavves': 2,\n",
       " 'Matthias Reisser': 2,\n",
       " 'H. Brendan McMahan': 2,\n",
       " 'Daniel Ramage': 2,\n",
       " 'Li Zhang': 2,\n",
       " 'Nicholas Frosst': 2,\n",
       " 'Abhishek Kumar': 2,\n",
       " 'Yen-Chang Hsu': 2,\n",
       " 'Zhaoyang Lv': 2,\n",
       " 'Zsolt Kira': 2,\n",
       " 'John Quan': 2,\n",
       " 'Hado van Hasselt': 2,\n",
       " 'Dongsoo Lee': 2,\n",
       " 'Daehyun Ahn': 2,\n",
       " 'Taesu Kim': 2,\n",
       " 'Ion Stoica': 2,\n",
       " 'Shiyu Chang': 2,\n",
       " 'Nikolay Savinov': 2,\n",
       " 'Fei Tian': 2,\n",
       " 'Tie-Yan Liu': 2,\n",
       " 'Yoram Singer': 2,\n",
       " 'Elad Hazan': 2,\n",
       " 'Jiatao Gu': 2,\n",
       " 'Yinlam Chow': 2,\n",
       " 'Yihao Feng*': 2,\n",
       " 'Chunyuan Li': 2,\n",
       " 'Rosanne Liu': 2,\n",
       " 'Jason Yosinski': 2,\n",
       " 'Lior Fox': 2,\n",
       " 'Leshem Choshen': 2,\n",
       " 'Huan Zhang*': 2,\n",
       " 'R Devon Hjelm': 2,\n",
       " 'Olivier Bousquet': 2,\n",
       " 'Bernhard Schoelkopf': 2,\n",
       " 'Pouya Samangouei': 2,\n",
       " 'Sainbayar Sukhbaatar': 2,\n",
       " 'Yamini Bansal': 2,\n",
       " 'Artemy Kolchinsky': 2,\n",
       " 'John Langford': 2,\n",
       " 'Colin Raffel*': 2,\n",
       " 'Yikang Shen': 2,\n",
       " 'Felix Wu': 2,\n",
       " 'Tomer Galanti': 2,\n",
       " 'Ethan Fetaya': 2,\n",
       " 'Eleni Triantafillou': 2,\n",
       " 'Jake Snell': 2,\n",
       " 'Kevin Swersky': 2,\n",
       " 'Mor Shpigel Nacson': 2,\n",
       " 'Pablo Sprechmann': 2,\n",
       " 'Jack W. Rae': 2,\n",
       " 'Alexander Pritzel': 2,\n",
       " 'Deepak Pathak': 2,\n",
       " 'Alexei A. Efros': 2,\n",
       " 'Pierre-Yves Oudeyer': 2,\n",
       " 'Michael Moeller': 2,\n",
       " 'Dan Boneh': 2,\n",
       " 'Sashank J. Reddi': 2,\n",
       " 'Chris Donahue': 2,\n",
       " 'Julian McAuley': 2,\n",
       " 'Michael Tsang': 2,\n",
       " 'Dehua Cheng': 2,\n",
       " 'Jiayuan Mao': 2,\n",
       " 'Honghua Dong': 2,\n",
       " 'Emin Orhan': 2,\n",
       " 'Xaq Pitkow': 2,\n",
       " 'Chiheb Trabelsi': 2,\n",
       " 'Olexa Bilaniuk': 2,\n",
       " 'Negar Rostamzadeh': 2,\n",
       " 'Yedid Hoshen': 2,\n",
       " 'Krzysztof Choromanski': 2,\n",
       " 'Adams Wei Yu': 2,\n",
       " 'David Dohan': 2,\n",
       " 'Minh-Thang Luong': 2,\n",
       " 'Bo Chen': 2,\n",
       " 'Daniel A. Abolafia': 2,\n",
       " 'Swarat Chaudhuri': 2,\n",
       " 'Tianmin Shu': 2,\n",
       " 'Xingjun Ma': 2,\n",
       " 'Yisen Wang': 2,\n",
       " 'James Bailey': 2,\n",
       " 'Benjamin Eysenbach': 2,\n",
       " 'Han Zhang': 2,\n",
       " 'Ben Athiwaratkun': 2,\n",
       " 'Elliot Meyerson': 2,\n",
       " 'Risto Miikkulainen': 2,\n",
       " 'Massimiliano Ciaramita': 2,\n",
       " 'Neil Houlsby': 2,\n",
       " 'Alexander Trott': 2,\n",
       " 'Po-Sen Huang': 2,\n",
       " 'Scott Reed': 2,\n",
       " 'Yutian Chen': 2,\n",
       " 'Aäron van den Oord': 2,\n",
       " 'Bin Yu': 2,\n",
       " 'Rui Shu': 2,\n",
       " 'Hung Bui': 2,\n",
       " 'Haonan Yu': 2,\n",
       " 'Haichao Zhang': 2,\n",
       " 'Tamim Asfour': 2,\n",
       " 'Asja Fischer': 2,\n",
       " 'Arantxa Casanova': 2,\n",
       " 'Pietro Liò': 2,\n",
       " 'Hanxiao Liu': 2,\n",
       " 'Sham M. Kakade': 2,\n",
       " 'Cihang Xie': 2,\n",
       " 'Jianyu Wang': 2,\n",
       " 'Günter Klambauer': 2,\n",
       " 'Sepp Hochreiter': 2,\n",
       " 'Ari S. Morcos': 2,\n",
       " 'Neil C. Rabinowitz': 2,\n",
       " 'Oleksandr Polozov': 2,\n",
       " 'Ke Wang': 2,\n",
       " 'Sicong Huang': 2,\n",
       " 'Jaehong Yoon': 2,\n",
       " 'Ankur P. Parikh': 2,\n",
       " 'Marc Lanctot': 2,\n",
       " 'Christopher J. Cueva': 2,\n",
       " 'Xue-Xin Wei': 2,\n",
       " 'Wen Sun': 2,\n",
       " 'Douglas Eck': 2,\n",
       " 'Youssef Mroueh': 2,\n",
       " 'Chun-Liang Li': 2,\n",
       " 'Tom Sercu': 2,\n",
       " 'Yu Cheng': 2,\n",
       " 'Matthew Hausknecht': 2,\n",
       " 'Eirikur Agustsson': 2,\n",
       " 'Michael Tschannen': 2,\n",
       " 'Radu Timofte': 2,\n",
       " 'Luc Van Gool': 2,\n",
       " 'Andrej Risteski': 2,\n",
       " 'Ryan Sepassi': 2,\n",
       " 'Rajarshi Das': 2,\n",
       " 'Shehzaad Dhuliawala': 2,\n",
       " 'Luke Vilnis': 2,\n",
       " 'Akshay Krishnamurthy': 2,\n",
       " 'David Saxton': 2,\n",
       " 'David Minnen': 2,\n",
       " 'Saurabh Singh': 2,\n",
       " 'Nick Johnston': 2,\n",
       " 'Bo Chang': 2,\n",
       " 'Eldad Haber': 2,\n",
       " 'Gábor Melis': 2,\n",
       " 'Seong Joon Oh': 2,\n",
       " 'Ian Osband': 2,\n",
       " 'Ari Holtzman': 2,\n",
       " 'Yejin Choi': 2,\n",
       " 'David Belanger': 2,\n",
       " 'Scott Linderman': 2,\n",
       " 'Miltiadis Allamanis': 2,\n",
       " 'Kimin Lee': 2,\n",
       " 'Kibok Lee': 2,\n",
       " 'Andreas Krause': 2,\n",
       " 'Eric P. Xing': 2,\n",
       " 'Wei Ping': 2,\n",
       " 'Kainan Peng': 2,\n",
       " 'John Miller': 2,\n",
       " 'Rong Ge': 2,\n",
       " 'Alex Wang': 2,\n",
       " 'Samuel R. Bowman': 2,\n",
       " 'Thomas Dietterich': 2,\n",
       " 'Chen Sun': 2,\n",
       " 'Chuan-Sheng Foo': 2,\n",
       " 'Vijay Chandrasekhar': 2,\n",
       " 'Thien Huu Nguyen': 2,\n",
       " 'Philip Torr': 2,\n",
       " 'Chiyu Max Jiang': 2,\n",
       " 'Jingwei Huang': 2,\n",
       " 'Philip Marcus': 2,\n",
       " 'Matthias Niessner': 2,\n",
       " 'Sirui Xie': 2,\n",
       " 'Chunxiao Liu': 2,\n",
       " 'Liang Lin': 2,\n",
       " 'Kai Y. Xiao': 2,\n",
       " 'Vincent Tjeng': 2,\n",
       " 'Randall Balestriero': 2,\n",
       " 'Richard Baraniuk': 2,\n",
       " 'Eric Xing': 2,\n",
       " 'Alexandre Galashov': 2,\n",
       " 'Leonard Hasenclever': 2,\n",
       " 'Haichuan Yang': 2,\n",
       " 'Saran Tunyasuvunakool': 2,\n",
       " 'Xu Tan': 2,\n",
       " 'Quanfu Fan': 2,\n",
       " 'Anusha Nagabandi': 2,\n",
       " 'Vu Pham': 2,\n",
       " 'Ping Luo': 2,\n",
       " 'Zhanglin Peng': 2,\n",
       " 'Ali Razavi': 2,\n",
       " 'David Raposo': 2,\n",
       " 'Yuan Xie': 2,\n",
       " 'Kumar Krishna Agrawal': 2,\n",
       " 'Russ Tedrake': 2,\n",
       " 'Marta Garnelo': 2,\n",
       " 'Charbel Sakr': 2,\n",
       " 'Naresh Shanbhag': 2,\n",
       " 'Xiangyi Chen': 2,\n",
       " 'Mingyi Hong': 2,\n",
       " 'Manmohan Chandraker': 2,\n",
       " 'Huishuai Zhang': 2,\n",
       " 'Heiga Zen': 2,\n",
       " 'Cheng-Zhi Anna Huang': 2,\n",
       " 'Ian Simon': 2,\n",
       " 'Curtis Hawthorne': 2,\n",
       " 'Jacob Andreas': 2,\n",
       " 'Benjamin Marlin': 2,\n",
       " 'Anima Anandkumar': 2,\n",
       " 'Wotao Yin': 2,\n",
       " 'Jerry Ma': 2,\n",
       " 'Junxian He': 2,\n",
       " 'Taylor Berg-Kirkpatrick': 2,\n",
       " 'Sebastian Flennerhag': 2,\n",
       " 'Andreas Damianou': 2,\n",
       " 'Panayotis Mertikopoulos': 2,\n",
       " 'Konrad Kording': 2,\n",
       " 'Petros Maniatis': 2,\n",
       " 'David Bieber': 2,\n",
       " 'Wanli Ouyang': 2,\n",
       " 'Nicolas Chapados': 2,\n",
       " 'Andrea Vedaldi': 2,\n",
       " 'Cenk Baykal': 2,\n",
       " 'Lucas Liebenwein': 2,\n",
       " 'Dan Feldman': 2,\n",
       " 'Daniela Rus': 2,\n",
       " 'Milad Alizadeh': 2,\n",
       " 'Yarin Gal': 2,\n",
       " 'Soheil Kolouri': 2,\n",
       " 'Linjie Yang': 2,\n",
       " 'Ning Xu': 2,\n",
       " 'Gauthier Gidel': 2,\n",
       " 'Hugo Berard': 2,\n",
       " 'Zhijian Liu*': 2,\n",
       " 'Xingjian Li': 2,\n",
       " 'Jun Huan': 2,\n",
       " 'Cheng Zhang': 2,\n",
       " 'Hai Zhao': 2,\n",
       " 'Matthias Hein': 2,\n",
       " 'Joern-Henrik Jacobsen': 2,\n",
       " 'Yueming Lyu': 2,\n",
       " 'Xi Shen': 2,\n",
       " 'Ivor W. Tsang': 2,\n",
       " 'Wojciech M. Czarnecki': 2,\n",
       " 'Xiuyuan Cheng': 2,\n",
       " 'Qiang Qiu': 2,\n",
       " 'Guillermo Sapiro': 2,\n",
       " 'Wei-Cheng Chang': 2,\n",
       " 'Ricky T. Q. Chen': 2,\n",
       " 'Han Liu': 2,\n",
       " 'Chunting Zhou': 2,\n",
       " 'Yizhou Wang': 2,\n",
       " 'Jorge Pérez': 2,\n",
       " 'Pablo Barceló': 2,\n",
       " 'Zhuoning Yuan': 2,\n",
       " 'Tianbao Yang': 2,\n",
       " 'Pierre Stock': 2,\n",
       " 'Benjamin Graham': 2,\n",
       " 'Rémi Gribonval': 2,\n",
       " 'Guy Lever': 2,\n",
       " 'Jakob Grue Simonsen': 2,\n",
       " 'Christina Lioma': 2,\n",
       " 'Wei Hu': 2,\n",
       " 'Yuan Yang': 2,\n",
       " 'Mayur Naik': 2,\n",
       " 'Ryan P. Adams': 2,\n",
       " 'Tieyan Liu': 2,\n",
       " 'Pu Zhao': 2,\n",
       " 'Xue Lin': 2,\n",
       " 'Jonathan Gordon': 2,\n",
       " 'Richard Turner': 2,\n",
       " 'Haoming Jiang': 2,\n",
       " 'Minshuo Chen': 2,\n",
       " 'Tuo Zhao': 2,\n",
       " 'Yuanyuan Shi': 2,\n",
       " 'Michele Sebag': 2,\n",
       " 'Xiao Zhang': 2,\n",
       " 'J. Zico Kolter': 2,\n",
       " 'Cyril Ibrahim': 2,\n",
       " 'Carsten Rother': 2,\n",
       " 'Ullrich Köthe': 2,\n",
       " 'Hanie Sedghi': 2,\n",
       " 'Philip M. Long': 2,\n",
       " 'Chuanbiao Song': 2,\n",
       " 'Kun He': 2,\n",
       " 'Zhengdao Chen': 2,\n",
       " 'Wouter Kool': 2,\n",
       " 'Herke van Hoof': 2,\n",
       " 'Alex Beatson': 2,\n",
       " 'Lukas Prantl': 2,\n",
       " 'Nils Thuerey': 2,\n",
       " 'Ali Mousavi': 2,\n",
       " 'Chih-Kuan Yeh': 2,\n",
       " 'Jianshu Chen': 2,\n",
       " 'Geoffrey J. Gordon': 2,\n",
       " 'Lechao Xiao': 2,\n",
       " 'Dmitry Molchanov': 2,\n",
       " 'Long Sha': 2,\n",
       " 'Wenxuan Zhou': 2,\n",
       " 'Lerrel Pinto': 2,\n",
       " 'Tianxing He': 2,\n",
       " 'Michael I. Jordan': 2,\n",
       " 'Neel Kant': 2,\n",
       " 'Adel Bibi': 2,\n",
       " 'Yang Zhang': 2,\n",
       " 'Soochan Lee': 2,\n",
       " 'Junsoo Ha': 2,\n",
       " 'Tomas Pfister': 2,\n",
       " 'Minseop Park': 2,\n",
       " 'Saehoon Kim': 2,\n",
       " 'Yi Yang': 2,\n",
       " 'Aditya Krishna Menon': 2,\n",
       " 'Denny Zhou': 2,\n",
       " 'Xitong Gao': 2,\n",
       " 'Yiren Zhao': 2,\n",
       " 'Nebojsa Jojic': 2,\n",
       " 'Kry Yik Chau Lui': 2,\n",
       " 'Nathanaël Perraudin': 2,\n",
       " 'Yi Ren': 2,\n",
       " 'Chaoqi Wang': 2,\n",
       " 'Jonathan Uesato*': 2,\n",
       " 'Xue Bin Peng': 2,\n",
       " 'Barnabas Poczos': 2,\n",
       " 'Yun Fu': 2,\n",
       " 'Chongli Qin': 2,\n",
       " 'Robert Stanforth': 2,\n",
       " 'Yulia Tsvetkov': 2,\n",
       " 'Ali Shafahi': 2,\n",
       " 'Christoph Studer': 2,\n",
       " 'Alexander S. Ecker': 2,\n",
       " 'Emmanouil Froudarakis': 2,\n",
       " 'Paul G. Fahey': 2,\n",
       " 'Santiago A. Cadena': 2,\n",
       " 'Edgar Y. Walker': 2,\n",
       " 'Erick Cobos': 2,\n",
       " 'Jacob Reimer': 2,\n",
       " 'Andreas S. Tolias': 2,\n",
       " 'Somjit Nath': 2,\n",
       " 'Martha White': 2,\n",
       " 'Ming-Hsuan Yang': 2,\n",
       " 'Ingmar Kanitscheider': 2,\n",
       " 'Tong Zhang': 2,\n",
       " 'Yunzhu Li': 2,\n",
       " 'Steffen Wolf': 2,\n",
       " 'Duane Boning': 2,\n",
       " 'Jonathan Frankle': 2,\n",
       " 'Michael Carbin': 2,\n",
       " 'Denny Wu': 2,\n",
       " 'Kenji Fukumizu': 2,\n",
       " 'Jongwook Choi': 2,\n",
       " 'Philipp Hennig': 2,\n",
       " 'Tijmen Blankevoort': 2,\n",
       " 'Chongyang Tao': 2,\n",
       " 'Dongyan Zhao': 2,\n",
       " 'Rui Yan': 2,\n",
       " 'Wei-Ning Hsu': 2,\n",
       " 'Dennis Lee': 2,\n",
       " 'Taiji Suzuki': 2,\n",
       " ...}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allAcceptedBySubmitted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Yoshua Bengio': 12,\n",
       " 'Yutaka Matsuo': 7,\n",
       " 'Honglak Lee': 6,\n",
       " 'Quoc V. Le': 6,\n",
       " 'Dawn Song': 6,\n",
       " 'Devi Parikh': 6,\n",
       " 'Zhanxing Zhu': 6,\n",
       " 'Kotaro Nakayama': 5,\n",
       " 'Pushmeet Kohli': 5,\n",
       " 'Kyunghyun Cho': 5,\n",
       " 'Masahiro Suzuki': 5,\n",
       " 'Aaron Courville': 5,\n",
       " 'Pieter Abbeel': 5,\n",
       " 'Caiming Xiong': 5,\n",
       " 'Richard Socher': 5,\n",
       " 'Jianfeng Gao': 4,\n",
       " 'Ilya Sutskever': 4,\n",
       " 'Ludovic Denoyer': 4,\n",
       " 'Lukasz Kaiser': 4,\n",
       " 'Yann LeCun': 4,\n",
       " 'David Silver': 4,\n",
       " 'Junhyuk Oh': 4,\n",
       " 'Satinder Singh': 4,\n",
       " 'Phil Blunsom': 4,\n",
       " 'Chris Dyer': 4,\n",
       " 'Ian Fischer': 4,\n",
       " 'Antonia Creswell': 4,\n",
       " 'Wei Zhang': 4,\n",
       " 'Bo Li': 4,\n",
       " 'Ruslan Salakhutdinov': 4,\n",
       " 'Joelle Pineau': 4,\n",
       " 'Anirudh Goyal': 4,\n",
       " 'Alex Lamb': 4,\n",
       " 'Anima Anandkumar': 4,\n",
       " 'Eduard Hovy': 4,\n",
       " 'Yiming Yang': 4,\n",
       " 'Sergey Levine': 4,\n",
       " 'Tommi Jaakkola': 4,\n",
       " 'Devansh Arpit': 4,\n",
       " 'Sebastian Nowozin': 4,\n",
       " 'Pasquale Minervini': 4,\n",
       " 'Alexei A. Efros': 4,\n",
       " 'David Barber': 4,\n",
       " 'Jian Tang': 4,\n",
       " 'Guy Wolf': 4,\n",
       " 'Smita Krishnaswamy': 4,\n",
       " 'Animesh Garg': 4,\n",
       " 'Pin-Yu Chen': 4,\n",
       " 'Kevin Gimpel': 3,\n",
       " 'Li Deng': 3,\n",
       " 'Jimeng Sun': 3,\n",
       " 'Samy Bengio': 3,\n",
       " 'Adam Trischler': 3,\n",
       " 'Michael Auli': 3,\n",
       " 'David Grangier': 3,\n",
       " 'Le Song': 3,\n",
       " 'Kai Arulkumaran': 3,\n",
       " 'John Schulman': 3,\n",
       " 'Sungjin Ahn': 3,\n",
       " 'Stefano Ermon': 3,\n",
       " 'Mohammad Norouzi': 3,\n",
       " 'Qiang Liu': 3,\n",
       " 'Ying Nian Wu': 3,\n",
       " 'George Tucker': 3,\n",
       " 'Hado van Hasselt': 3,\n",
       " 'Matteo Hessel': 3,\n",
       " 'Arthur Guez': 3,\n",
       " 'Andre Barreto': 3,\n",
       " 'Leon Bottou': 3,\n",
       " 'Jakob Foerster': 3,\n",
       " 'Justin Gilmer': 3,\n",
       " 'Kenton Lee': 3,\n",
       " 'Han Zhao': 3,\n",
       " 'Yang Yu': 3,\n",
       " 'Dhruv Batra': 3,\n",
       " 'Sebastian Riedel': 3,\n",
       " 'Nicolas Le Roux': 3,\n",
       " 'Wei Wu': 3,\n",
       " 'Hanxiao Liu': 3,\n",
       " 'Ben Poole': 3,\n",
       " 'Ivan Oseledets': 3,\n",
       " 'Shimon Whiteson': 3,\n",
       " 'Nando de Freitas': 3,\n",
       " 'Balaraman Ravindran': 3,\n",
       " 'Michael W. Mahoney': 3,\n",
       " 'Tao Qin': 3,\n",
       " 'Tie-Yan Liu': 3,\n",
       " 'Jinwoo Shin': 3,\n",
       " 'Philippe Giguère': 3,\n",
       " 'Brahim Chaib-draa': 3,\n",
       " 'Martin Renqiang Min': 3,\n",
       " 'Yufei Ding': 3,\n",
       " 'Nan Rosemary Ke': 3,\n",
       " 'Gerald Tesauro': 3,\n",
       " 'Brendan Maginnis': 3,\n",
       " 'Kevin Murphy': 3,\n",
       " 'Yusuke Iwasawa': 3,\n",
       " 'Amos Storkey': 3,\n",
       " 'Hod Lipson': 3,\n",
       " 'Boris Ginsburg': 3,\n",
       " 'Theophane Weber': 3,\n",
       " 'Stanisław Jastrzębski': 3,\n",
       " 'Rui Yan': 3,\n",
       " 'Dongyan Zhao': 3,\n",
       " 'Jaime Carbonell': 3,\n",
       " 'Ole Winther': 3,\n",
       " 'Minh-Thang Luong': 3,\n",
       " 'Warren He': 3,\n",
       " 'Jun-Yan Zhu': 3,\n",
       " 'Biswa Sengupta': 3,\n",
       " 'Giannis Nikolentzos': 3,\n",
       " 'Michalis Vazirgiannis': 3,\n",
       " 'Jun Zhu': 3,\n",
       " 'Ofir Nachum': 3,\n",
       " 'Maruan Al-Shedivat': 3,\n",
       " 'Alexandre Lacoste': 3,\n",
       " 'Junzhou Huang': 3,\n",
       " 'Ameet Talwalkar': 3,\n",
       " 'Cho-Jui Hsieh': 3,\n",
       " 'Yanqi Zhou': 3,\n",
       " 'Jakob Verbeek': 3,\n",
       " 'David Lopez-Paz': 3,\n",
       " 'Jonathan Binas': 3,\n",
       " 'Ziyu Wang': 3,\n",
       " 'Raia Hadsell': 3,\n",
       " 'Nicolas Heess': 3,\n",
       " 'Hae Beom Lee': 3,\n",
       " 'Eunho Yang': 3,\n",
       " 'Sung Ju Hwang': 3,\n",
       " 'Graham Neubig': 3,\n",
       " 'Yang Liu': 3,\n",
       " 'Alex X. Lee': 3,\n",
       " 'Chelsea Finn': 3,\n",
       " 'Yisong Yue': 3,\n",
       " 'Amit Deshpande': 3,\n",
       " 'Fabio Viola': 3,\n",
       " 'Frederic Besse': 3,\n",
       " 'Karol Gregor': 3,\n",
       " 'Stephan Mandt': 3,\n",
       " 'Adam Prügel-Bennett': 3,\n",
       " 'Yannic Kilcher': 3,\n",
       " 'Thomas Hofmann': 3,\n",
       " 'Daniel Cremers': 3,\n",
       " 'Logan Engstrom': 3,\n",
       " 'Negar Rostamzadeh': 3,\n",
       " 'Jovana Mitrovic': 3,\n",
       " 'Julien Perez': 3,\n",
       " 'Marc G. Bellemare': 3,\n",
       " 'Trevor Darrell': 3,\n",
       " 'Sylvain Gelly': 3,\n",
       " 'Zhiting Hu': 3,\n",
       " 'Marcus Rohrbach': 3,\n",
       " 'Animashree Anandkumar': 3,\n",
       " 'Tianyi Zhou': 3,\n",
       " 'Yuandong Tian': 3,\n",
       " 'Abhinav Gupta': 3,\n",
       " 'Diego Klabjan': 3,\n",
       " 'Juho Lee': 3,\n",
       " 'Jacek Tabor': 3,\n",
       " 'Hai Li': 3,\n",
       " 'Nitish Shirish Keskar': 3,\n",
       " 'Deepak Pathak': 3,\n",
       " 'Newsha Ardalani': 3,\n",
       " 'Liwei Wang': 3,\n",
       " 'Sandesh Kamath': 3,\n",
       " 'Joseph J. Lim': 3,\n",
       " 'Mingtian Zhang': 3,\n",
       " 'Jiawei Zhang': 3,\n",
       " 'Aaron Defazio': 3,\n",
       " 'Masashi Sugiyama': 3,\n",
       " 'Zhang-Wei Hong': 3,\n",
       " 'Chun-Yi Lee': 3,\n",
       " 'Nojun Kwak': 3,\n",
       " 'Martin Jaggi': 3,\n",
       " 'Yang Li': 3,\n",
       " 'David van Dijk': 3,\n",
       " 'Neale Ratzlaff': 3,\n",
       " 'Tuo Zhao': 3,\n",
       " 'Jitendra Malik': 3,\n",
       " 'Tim Salimans': 3,\n",
       " 'Liu Liu': 3,\n",
       " 'Bo Han': 3,\n",
       " 'Sercan O. Arik': 3,\n",
       " 'Tomas Pfister': 3,\n",
       " 'Yang Zhang': 3,\n",
       " 'Greg Mori': 3,\n",
       " 'Yizhou Sun': 3,\n",
       " 'Yannis Avrithis': 3,\n",
       " 'Eric Xing': 3,\n",
       " 'Azalia Mirhoseini': 3,\n",
       " 'Nils Thuerey': 3,\n",
       " 'Nicolas Usunier': 3,\n",
       " 'Jie Chen': 3,\n",
       " 'Payel Das': 3,\n",
       " 'Rongjie Lai': 3,\n",
       " 'Se Jung Kwon': 3,\n",
       " 'Gu-Yeon Wei': 3,\n",
       " 'Mohammad Taha Bahadori': 2,\n",
       " 'Edward Choi': 2,\n",
       " 'Walter F. Stewart': 2,\n",
       " 'Dan Hendrycks': 2,\n",
       " 'Jan Chorowski': 2,\n",
       " 'Levent Sagun': 2,\n",
       " 'Alessandro Sordoni': 2,\n",
       " 'Philip Bachman': 2,\n",
       " 'Rico Jonschkowski': 2,\n",
       " 'Oliver Brock': 2,\n",
       " 'Itay Hubara': 2,\n",
       " 'Hervé Glotin': 2,\n",
       " 'Bowen Zhou': 2,\n",
       " 'Bing Xiang': 2,\n",
       " 'Xi Chen': 2,\n",
       " 'Yan Duan': 2,\n",
       " 'Sarath Chandar': 2,\n",
       " 'Tom Zahavy': 2,\n",
       " 'Shie Mannor': 2,\n",
       " 'Daniel Jiwoong Im': 2,\n",
       " 'Jean-Baptiste Tristan': 2,\n",
       " 'Michael L. Wick': 2,\n",
       " 'Jörn-Henrik Jacobsen': 2,\n",
       " 'Bert De Brabandere': 2,\n",
       " 'Stephan Gouws': 2,\n",
       " 'Anna Goldie': 2,\n",
       " 'Brian Strope': 2,\n",
       " 'Ray Kurzweil': 2,\n",
       " 'Vladimir Jojic': 2,\n",
       " 'Chang Liu': 2,\n",
       " 'Xin Wang': 2,\n",
       " 'Richard Shin': 2,\n",
       " 'Joseph E. Gonzalez': 2,\n",
       " 'Tsachy Weissman': 2,\n",
       " 'Song-Chun Zhu': 2,\n",
       " 'Zhengping Che': 2,\n",
       " 'Sanjay Purushotham': 2,\n",
       " 'David Sontag': 2,\n",
       " 'Yan Liu': 2,\n",
       " 'Rudolf Kadlec': 2,\n",
       " 'Wenyuan Zeng': 2,\n",
       " 'Raquel Urtasun': 2,\n",
       " 'Tom Schaul': 2,\n",
       " 'David Reichert': 2,\n",
       " 'Jiashi Feng': 2,\n",
       " 'Eric Price': 2,\n",
       " 'Chiheb Trabelsi': 2,\n",
       " 'Chris Pal': 2,\n",
       " 'Yann Dauphin': 2,\n",
       " 'Li Fei-Fei': 2,\n",
       " 'Andrew Zisserman': 2,\n",
       " 'Wonyong Sung': 2,\n",
       " 'Zichao Yang': 2,\n",
       " 'Wang Ling': 2,\n",
       " 'Andrea Vedaldi': 2,\n",
       " 'Yi Zhang': 2,\n",
       " 'Kibok Lee': 2,\n",
       " 'Jascha Sohl-dickstein': 2,\n",
       " 'David Sussillo': 2,\n",
       " 'Christian Gagné': 2,\n",
       " 'Tao Lin': 2,\n",
       " 'Tian Guo': 2,\n",
       " 'Karl Aberer': 2,\n",
       " 'Jernej Kos': 2,\n",
       " 'Yi Liu': 2,\n",
       " 'Christopher Pal': 2,\n",
       " 'Rui Luo': 2,\n",
       " 'Xiaojun Xu': 2,\n",
       " 'Weinan Zhang': 2,\n",
       " 'Jun Wang': 2,\n",
       " 'Shai Rozenberg': 2,\n",
       " 'Randall Balestriero': 2,\n",
       " 'Marta Garnelo': 2,\n",
       " 'Murray Shanahan': 2,\n",
       " 'Giambattista Parascandolo': 2,\n",
       " 'N. Siddharth': 2,\n",
       " 'Frank Wood': 2,\n",
       " 'Noah D. Goodman': 2,\n",
       " 'Alexandros Karatzoglou': 2,\n",
       " 'Wei Xu': 2,\n",
       " 'Xiangnan Kong': 2,\n",
       " 'Elad Hoffer': 2,\n",
       " 'Mo Yu': 2,\n",
       " 'Qing Sun': 2,\n",
       " 'Stefan Lee': 2,\n",
       " 'David Crandall': 2,\n",
       " 'Tim Rocktäschel': 2,\n",
       " 'Xinyun Chen': 2,\n",
       " 'Matthew Riemer': 2,\n",
       " 'Siamak Ravanbakhsh': 2,\n",
       " 'Barnabas Poczos': 2,\n",
       " 'Po-Sen Huang': 2,\n",
       " 'Ming-Wei Chang': 2,\n",
       " 'Edouard Oyallon': 2,\n",
       " 'Linnan Wang': 2,\n",
       " 'Zenglin Xu': 2,\n",
       " 'Lihong Li': 2,\n",
       " 'Heeyoul Choi': 2,\n",
       " 'Caglar Gulcehre': 2,\n",
       " 'William W. Cohen': 2,\n",
       " 'Zhihua Zhang': 2,\n",
       " 'Jascha Sohl-Dickstein': 2,\n",
       " 'Brendan Shillingford': 2,\n",
       " 'Xiaolong Wang': 2,\n",
       " 'Deguang Kong': 2,\n",
       " 'Patrick Gallinari': 2,\n",
       " 'Asier Mujika': 2,\n",
       " 'Pierre Vandergheynst': 2,\n",
       " 'Xavier Bresson': 2,\n",
       " 'Rafal Jozefowicz': 2,\n",
       " 'Swagath Venkataramani': 2,\n",
       " 'Weiran Wang': 2,\n",
       " 'Karen Livescu': 2,\n",
       " 'Liu Yang': 2,\n",
       " 'David McAllester': 2,\n",
       " 'Hossein Azizpour': 2,\n",
       " 'Leslie N. Smith': 2,\n",
       " 'Nicholay Topin': 2,\n",
       " 'Yu Zhang': 2,\n",
       " 'Kimin Lee': 2,\n",
       " 'Hao Zhao': 2,\n",
       " 'Anbang Yao': 2,\n",
       " 'Yurong Chen': 2,\n",
       " 'Li Zhang': 2,\n",
       " 'Yotam Hechtlinger': 2,\n",
       " 'Armando Solar-Lezama': 2,\n",
       " 'Ludovic Trottier': 2,\n",
       " 'Kevin Swersky': 2,\n",
       " 'Shyam Upadhyay': 2,\n",
       " 'James Zou': 2,\n",
       " 'Yoav Goldberg': 2,\n",
       " 'Ryota Tomioka': 2,\n",
       " 'Max Welling': 2,\n",
       " 'Manzil Zaheer': 2,\n",
       " 'Aditya Sharma': 2,\n",
       " 'Bhiksha Raj': 2,\n",
       " 'Joji Toyama': 2,\n",
       " 'Joan Bruna': 2,\n",
       " 'Kun He': 2,\n",
       " 'John E. Hopcroft': 2,\n",
       " 'Yu Sun': 2,\n",
       " 'Hugo Larochelle': 2,\n",
       " 'Pascal Vincent': 2,\n",
       " 'Been Kim': 2,\n",
       " 'Balaji Krishnamurthy': 2,\n",
       " 'Guokun Lai': 2,\n",
       " 'Oriol Vinyals': 2,\n",
       " 'Daan Wierstra': 2,\n",
       " 'Remi Munos': 2,\n",
       " 'Sander Bohte': 2,\n",
       " 'Adam Lerer': 2,\n",
       " 'Inderjit S. Dhillon': 2,\n",
       " 'Dumitru Erhan': 2,\n",
       " 'Kevin Jamieson': 2,\n",
       " 'Adams Wei Yu': 2,\n",
       " 'Pierre H. Richemond': 2,\n",
       " 'Joshua B. Tenenbaum': 2,\n",
       " 'Stephan Hoyer': 2,\n",
       " 'Navin Goyal': 2,\n",
       " 'Hiroshi Inoue': 2,\n",
       " 'Xiaoxiao Guo': 2,\n",
       " 'Polykarpos Meladianos': 2,\n",
       " 'Kamyar Azizzadenesheli': 2,\n",
       " 'Yu Gai': 2,\n",
       " 'Zheng Zhang': 2,\n",
       " 'Qizhe Xie': 2,\n",
       " 'Zihang Dai': 2,\n",
       " 'Wei Wei': 2,\n",
       " 'Matthew Hausknecht': 2,\n",
       " 'Nicholas Carlini': 2,\n",
       " 'Dale Schuurmans': 2,\n",
       " 'Karl Moritz Hermann': 2,\n",
       " 'Eric P. Xing': 2,\n",
       " 'Shih-Chii Liu': 2,\n",
       " 'Ioannis Antonoglou': 2,\n",
       " 'Isabella Pozzi': 2,\n",
       " 'Boyuan Chen': 2,\n",
       " 'Ishan Durugkar': 2,\n",
       " 'Peter Stone': 2,\n",
       " 'Zijun Zhang': 2,\n",
       " 'Zongpeng Li': 2,\n",
       " 'J. Zico Kolter': 2,\n",
       " 'David Krueger': 2,\n",
       " 'Chin-Wei Huang': 2,\n",
       " 'Sara Hooker': 2,\n",
       " 'Ping Luo': 2,\n",
       " 'Virginia R. de Sa': 2,\n",
       " 'Yu Wang': 2,\n",
       " 'Edward Grefenstette': 2,\n",
       " 'Shanghang Zhang': 2,\n",
       " 'James Henderson': 2,\n",
       " 'Gabriel Synnaeve': 2,\n",
       " 'Afshin Rostamizadeh': 2,\n",
       " 'Moritz Hardt': 2,\n",
       " 'Jiezhong Qiu': 2,\n",
       " 'Hao Ma': 2,\n",
       " 'Yuxiao Dong': 2,\n",
       " 'Jie Tang': 2,\n",
       " 'Shurjo Banerjee': 2,\n",
       " 'Vikas Dhiman': 2,\n",
       " 'Jason J. Corso': 2,\n",
       " 'Sham M. Kakade': 2,\n",
       " 'Thiago Serra': 2,\n",
       " 'Srikumar Ramalingam': 2,\n",
       " 'Jason D. Lee': 2,\n",
       " 'Wei Ping': 2,\n",
       " 'Kainan Peng': 2,\n",
       " 'Oleksii Kuchaiev': 2,\n",
       " 'Olexa Bilaniuk': 2,\n",
       " 'Xinyang Geng': 2,\n",
       " 'Yizhou Wang': 2,\n",
       " 'Bin Dong': 2,\n",
       " 'Daniel Tarlow': 2,\n",
       " 'Zhangyang Wang': 2,\n",
       " 'Meng Li': 2,\n",
       " 'Vikas Chandra': 2,\n",
       " 'Yuke Zhu': 2,\n",
       " 'Serkan Cabi': 2,\n",
       " 'Dustin Tran': 2,\n",
       " 'Oluwasanmi Koyejo': 2,\n",
       " 'Qi Lei': 2,\n",
       " 'Huishuai Zhang': 2,\n",
       " 'Martial Hebert': 2,\n",
       " 'Oleksandr Shchur': 2,\n",
       " 'Stephan Günnemann': 2,\n",
       " 'Igor Mordatch': 2,\n",
       " 'Ella M. Gale': 2,\n",
       " 'Jeffrey Bowers': 2,\n",
       " 'Divya Shanmugam': 2,\n",
       " 'Jure Leskovec': 2,\n",
       " 'Andrea Gesmundo': 2,\n",
       " 'Yann Ollivier': 2,\n",
       " 'Mario Fritz': 2,\n",
       " 'Simone Severini': 2,\n",
       " 'Xiao Li': 2,\n",
       " 'Yao Ma': 2,\n",
       " 'Calin Belta': 2,\n",
       " 'Frederik Ebert': 2,\n",
       " 'Richard Zhang': 2,\n",
       " 'Stephan Zheng': 2,\n",
       " 'David Abel': 2,\n",
       " 'Michael L. Littman': 2,\n",
       " 'Peter Bailis': 2,\n",
       " 'Matei Zaharia': 2,\n",
       " 'Eirikur Agustsson': 2,\n",
       " 'Radu Timofte': 2,\n",
       " 'Luc Van Gool': 2,\n",
       " 'Lars Buesing': 2,\n",
       " 'S. M. Ali Eslami': 2,\n",
       " 'Bing Liu': 2,\n",
       " 'Xiaogang Wang': 2,\n",
       " 'Gintare Karolina Dziugaite': 2,\n",
       " 'Daniel M. Roy': 2,\n",
       " 'Pierce I-Jen Chuang': 2,\n",
       " 'Dmitry Kangin': 2,\n",
       " 'Nicolas Pugeault': 2,\n",
       " 'Patrick van der Smagt': 2,\n",
       " 'Ke Tran': 2,\n",
       " 'Graham W. Taylor': 2,\n",
       " 'Byoung-Tak Zhang': 2,\n",
       " 'Chaowei Xiao': 2,\n",
       " 'Mingyan Liu': 2,\n",
       " 'Noah A. Smith': 2,\n",
       " 'Amy Zhang': 2,\n",
       " 'Rob Fergus': 2,\n",
       " 'Dirk Weissenborn': 2,\n",
       " 'Regina Barzilay': 2,\n",
       " 'Shafiq Joty': 2,\n",
       " 'Andrew Ilyas': 2,\n",
       " 'Hongyang Gao': 2,\n",
       " 'Shuiwang Ji': 2,\n",
       " 'Cong Xie': 2,\n",
       " 'Indranil Gupta': 2,\n",
       " 'Shagun Sodhani': 2,\n",
       " 'Steve Renals': 2,\n",
       " 'Simon Carbonnelle': 2,\n",
       " 'Christophe De Vleeschouwer': 2,\n",
       " 'Omer Levy': 2,\n",
       " 'Nicholas FitzGerald': 2,\n",
       " 'Luke Zettlemoyer': 2,\n",
       " 'Bernhard Schölkopf': 2,\n",
       " 'Shiyu Chang': 2,\n",
       " 'Miao Liu': 2,\n",
       " 'Yau-Shian Wang': 2,\n",
       " 'Hung-Yi Lee': 2,\n",
       " 'Udo Kruschwitz': 2,\n",
       " 'Charles H. Martin': 2,\n",
       " 'Bernhard Schoelkopf': 2,\n",
       " 'Ehsan Abbasnejad': 2,\n",
       " 'Anton van den Hengel': 2,\n",
       " 'Vladlen Koltun': 2,\n",
       " 'Konrad Groh': 2,\n",
       " 'Ashish Vaswani': 2,\n",
       " 'Joshua Romoff': 2,\n",
       " 'Dinghan Shen': 2,\n",
       " 'Guoyin Wang': 2,\n",
       " 'Wenlin Wang': 2,\n",
       " 'Yizhe Zhang': 2,\n",
       " 'Lawrence Carin': 2,\n",
       " 'Felix Wu': 2,\n",
       " 'Kilian Weinberger': 2,\n",
       " 'Ivo Danihelka': 2,\n",
       " 'Balaji Lakshminarayanan': 2,\n",
       " 'Mike Lewis': 2,\n",
       " 'Chenliang Xu': 2,\n",
       " 'Eric Tzeng': 2,\n",
       " 'Phillip Isola': 2,\n",
       " 'Kate Saenko': 2,\n",
       " 'Furong Huang': 2,\n",
       " 'Eleanor Quint': 2,\n",
       " 'Stephen Scott': 2,\n",
       " 'Matthew Mirman': 2,\n",
       " 'Timon Gehr': 2,\n",
       " 'Martin Vechev': 2,\n",
       " 'Yoichi Ishibashi': 2,\n",
       " 'Charles Blundell': 2,\n",
       " 'Jacob Abernethy': 2,\n",
       " 'Nicolas Ballas': 2,\n",
       " 'Daniel A. Abolafia': 2,\n",
       " 'Daniela Rus': 2,\n",
       " 'Olivier Bousquet': 2,\n",
       " 'Fei-Fei Li': 2,\n",
       " 'Sharan Narang': 2,\n",
       " 'Gregory Diamos': 2,\n",
       " 'Lukas Balles': 2,\n",
       " 'Ioannis Mitliagkas': 2,\n",
       " 'Xinjian Li': 2,\n",
       " 'Sebastian Tschiatschek': 2,\n",
       " 'Michael I. Jordan': 2,\n",
       " 'Aurelien Lucchi': 2,\n",
       " 'Xin Gao': 2,\n",
       " 'Hideki Nakayama': 2,\n",
       " 'Niru Maheswaranathan': 2,\n",
       " 'Luke Metz': 2,\n",
       " 'David Raposo': 2,\n",
       " 'Edward Hughes': 2,\n",
       " 'Przemysław Spurek': 2,\n",
       " 'Yiran Chen': 2,\n",
       " 'Laurence Aitchison': 2,\n",
       " 'Joel Hestness': 2,\n",
       " 'Jie Fu': 2,\n",
       " 'Zhendong Su': 2,\n",
       " 'Jose Principe': 2,\n",
       " 'Jinwen Ma': 2,\n",
       " 'Sarah Adel Bargal': 2,\n",
       " 'Jianming Zhang': 2,\n",
       " 'Stan Sclaroff': 2,\n",
       " 'Jordan Boyd-Graber': 2,\n",
       " 'Raza Habib': 2,\n",
       " 'Thomas Bird': 2,\n",
       " 'Chang D. Yoo': 2,\n",
       " 'Huan Wang': 2,\n",
       " 'Dan Horgan': 2,\n",
       " 'John Quan': 2,\n",
       " 'Douwe Kiela': 2,\n",
       " 'Timothy Lillicrap': 2,\n",
       " 'Risto Miikkulainen': 2,\n",
       " 'Yi-Hsiang Chang': 2,\n",
       " 'Hai Zhao': 2,\n",
       " 'Massimiliano Ciaramita': 2,\n",
       " 'Nikita Vemuri': 2,\n",
       " 'Joseph Gonzalez': 2,\n",
       " 'Claire Cardie': 2,\n",
       " 'Shaileshh Bojja Venkatakrishnan': 2,\n",
       " 'Mohammad Alizadeh': 2,\n",
       " 'Mike Rabbat': 2,\n",
       " 'José Miguel Hernández-Lobato': 2,\n",
       " 'Katja Hofmann': 2,\n",
       " 'Tai Sing Lee': 2,\n",
       " 'Jason Lee': 2,\n",
       " 'Gabriel Barth-Maron': 2,\n",
       " 'David Budden': 2,\n",
       " 'Mohammad Gheshlaghi Azar': 2,\n",
       " 'Bilal Piot': 2,\n",
       " 'Rémi Munos': 2,\n",
       " 'Łukasz Maziarka': 2,\n",
       " 'Xingguo Li': 2,\n",
       " 'Dejiao Zhang': 2,\n",
       " 'Tianchen Zhao': 2,\n",
       " 'Moin Nabi': 2,\n",
       " 'Siddhartha Brahma': 2,\n",
       " 'Alexander A. Alemi': 2,\n",
       " 'Jan Kautz': 2,\n",
       " 'Sungyeob Han': 2,\n",
       " 'Jungwoo Lee': 2,\n",
       " 'Dongsoo Lee': 2,\n",
       " 'Parichay Kapoor': 2,\n",
       " 'Byeongwook Kim': 2,\n",
       " 'Ankit B. Patel': 2,\n",
       " 'Richard G. Baraniuk': 2,\n",
       " 'Yu Li': 2,\n",
       " 'Wei Chen': 2,\n",
       " 'Utku Evci': 2,\n",
       " 'Pablo Castro': 2,\n",
       " 'Brandon Tran': 2,\n",
       " 'Dimitris Tsipras': 2,\n",
       " 'Ludwig Schmidt': 2,\n",
       " 'Aleksander Madry': 2,\n",
       " 'Priyabrata Saha': 2,\n",
       " 'Saibal Mukhopadhyay': 2,\n",
       " 'Yanwei Fu': 2,\n",
       " 'Donghao Li': 2,\n",
       " 'Xinwei Sun': 2,\n",
       " 'Xiangyang Xue': 2,\n",
       " 'Yuan Yao': 2,\n",
       " 'Dami Choi': 2,\n",
       " 'Jieping Ye': 2,\n",
       " 'Ji Liu': 2,\n",
       " 'Paul Michel': 2,\n",
       " 'Alexander Stec': 2,\n",
       " 'Jean Utke': 2,\n",
       " 'Jane Wang': 2,\n",
       " 'Albert Gordo': 2,\n",
       " 'Saehoon Kim': 2,\n",
       " 'Jaehong Yoon': 2,\n",
       " 'Igor Podolak': 2,\n",
       " 'Wei Wen': 2,\n",
       " 'Bryan McCann': 2,\n",
       " 'Vijay Chandrasekhar': 2,\n",
       " 'Dhiraj Gandhi': 2,\n",
       " 'Roger B. Grosse': 2,\n",
       " 'Jens Behrmann': 2,\n",
       " 'Adam M. Oberman': 2,\n",
       " 'Yuxiong He': 2,\n",
       " 'Zhiyuan Liu': 2,\n",
       " 'Tiange Luo': 2,\n",
       " 'Tianle Cai': 2,\n",
       " 'Siyu Chen': 2,\n",
       " 'Abbas Abdolmaleki': 2,\n",
       " 'Michael Neunert': 2,\n",
       " 'Ron Banner': 2,\n",
       " 'Felipe Petroski Such': 2,\n",
       " 'Joel Lehman': 2,\n",
       " 'Kenneth O. Stanley': 2,\n",
       " 'Jeff Clune': 2,\n",
       " 'Lisa Lee': 2,\n",
       " 'K V Subrahmanyam': 2,\n",
       " 'Yarin Gal': 2,\n",
       " 'Ellie Pavlick': 2,\n",
       " 'Edouard Grave': 2,\n",
       " 'Gregory Farquhar': 2,\n",
       " 'Tomi Silander': 2,\n",
       " 'Zhuohan Li': 2,\n",
       " 'Di He': 2,\n",
       " 'Sajad Darabi': 2,\n",
       " 'Vahid Partovi Nia': 2,\n",
       " 'Myle Ott': 2,\n",
       " 'Bo Chen': 2,\n",
       " 'Mingyuan Zhou': 2,\n",
       " 'Jesse Engel': 2,\n",
       " 'Ramakrishna Vedantam': 2,\n",
       " 'Marcus Brubaker': 2,\n",
       " 'Jiang Bian': 2,\n",
       " 'Gaurav Gupta': 2,\n",
       " 'Lili Meng': 2,\n",
       " 'Bo Chang': 2,\n",
       " 'Gao Huang': 2,\n",
       " 'Leonid Sigal': 2,\n",
       " 'Jingkang Wang': 2,\n",
       " 'Ya-Ping Hsieh': 2,\n",
       " 'Chen Liu': 2,\n",
       " 'Volkan Cevher': 2,\n",
       " 'Mehrtash T. Harandi': 2,\n",
       " 'Hanna Suominen': 2,\n",
       " 'Nicolas Fourrier': 2,\n",
       " 'Christian Walder': 2,\n",
       " 'Gabriela Ferraro': 2,\n",
       " 'Kenta Oono': 2,\n",
       " 'Kilian Q. Weinberger': 2,\n",
       " 'Piero Molino': 2,\n",
       " 'Hyung Ju Hwang': 2,\n",
       " 'Voot Tangkaratt': 2,\n",
       " 'Yan Yan': 2,\n",
       " 'Tianbao Yang': 2,\n",
       " 'Tianyun Zhang': 2,\n",
       " 'Fuxun Yu': 2,\n",
       " 'Makan Fardad': 2,\n",
       " 'Sijia Liu': 2,\n",
       " 'Xiang Chen': 2,\n",
       " 'Jangho Kim': 2,\n",
       " 'Jasper Snoek': 2,\n",
       " 'Michael Tschannen': 2,\n",
       " 'Yilin Shen': 2,\n",
       " 'Hongxia Jin': 2,\n",
       " 'Si Si': 2,\n",
       " 'Kristy Choi': 2,\n",
       " 'Elke Rundensteiner': 2,\n",
       " 'Heinrich Jiang': 2,\n",
       " 'Mengdi Wang': 2,\n",
       " 'Xiaojie Guo': 2,\n",
       " 'Liang Zhao': 2,\n",
       " 'Chris R. Sims': 2,\n",
       " 'Sung-Bae Cho': 2,\n",
       " 'Wei Wang': 2,\n",
       " 'Rui Wang': 2,\n",
       " 'Doyen Sahoo': 2,\n",
       " 'Steven C. H. Hoi': 2,\n",
       " 'Julien Mairal': 2,\n",
       " 'Quanquan Li': 2,\n",
       " 'Junjie Yan': 2,\n",
       " 'Gang Niu': 2,\n",
       " 'Mathieu Salzmann': 2,\n",
       " 'Yuan Cao': 2,\n",
       " 'Yee Whye Teh': 2,\n",
       " 'Carl Vondrick': 2,\n",
       " 'Ziliang Chen': 2,\n",
       " 'Jaegul Choo': 2,\n",
       " 'Bastiaan S. Veeling': 2,\n",
       " 'Ziang Zhou': 2,\n",
       " 'Zengfeng Huang': 2,\n",
       " 'Hongyuan Mei': 2,\n",
       " 'Guanghui Qin': 2,\n",
       " 'Jason Eisner': 2,\n",
       " 'Meng Qu': 2,\n",
       " 'Yunhao Tang': 2,\n",
       " 'Soham De': 2,\n",
       " 'Xiao Chen': 2,\n",
       " 'Yilun Du': 2,\n",
       " 'Hao Sun': 2,\n",
       " 'Natasha Jaques': 2,\n",
       " 'Ke Wang': 2,\n",
       " 'Amir R. Zamir': 2,\n",
       " 'Zhaoran Wang': 2,\n",
       " 'Gary Bécigneul': 2,\n",
       " 'Ruishan Liu': 2,\n",
       " 'Nicolo Fusi': 2,\n",
       " 'Lester Mackey': 2,\n",
       " 'Joseph Paul Cohen': 2,\n",
       " 'Digvijay Boob': 2,\n",
       " 'Jonathon Hare': 2,\n",
       " 'Sumanth Dathathri': 2,\n",
       " 'Pierre Dognin': 2,\n",
       " 'Youssef Mroueh': 2,\n",
       " 'Cordelia Schmid': 2,\n",
       " 'Ping Li': 2,\n",
       " 'Ivor W. Tsang': 2,\n",
       " 'Jan Peters': 2,\n",
       " 'Abhishek Das': 2,\n",
       " 'Jonathan Uesato': 2,\n",
       " 'Lei Deng': 2,\n",
       " 'Yuan Xie': 2,\n",
       " 'Liam Paninski': 2,\n",
       " 'Subhodeep Moitra': 2,\n",
       " 'Carles Gelada': 2,\n",
       " 'Saurabh Kumar': 2,\n",
       " 'Eugene Belilovsky': 2,\n",
       " 'Aditya Rawal': 2,\n",
       " 'George Em Karniadakis': 2,\n",
       " 'Sabine Süsstrunk': 2,\n",
       " 'Soumya Ghosh': 2,\n",
       " 'Laura Leal-Taixé': 2,\n",
       " 'Ali Ramezani-Kebrya': 2,\n",
       " 'Dar Gilboa': 2,\n",
       " 'Naganand Yadati': 2,\n",
       " 'Anand Louis': 2,\n",
       " 'Partha Talukdar': 2,\n",
       " 'Shengjie Wang': 2,\n",
       " 'Kevin Roth': 2,\n",
       " 'Li Fuxin': 2,\n",
       " 'Aleksandra Nowak': 2,\n",
       " 'Łukasz Struski': 2,\n",
       " 'Naman Agarwal': 2,\n",
       " 'Elad Hazan': 2,\n",
       " 'Cyril Zhang': 2,\n",
       " 'Zhou Yu': 2,\n",
       " 'Leonidas Guibas': 2,\n",
       " 'Silvio Savarese': 2,\n",
       " 'Jakub Świątkowski': 2,\n",
       " 'Linh Tran': 2,\n",
       " 'Joshua V. Dillon': 2,\n",
       " 'Rodolphe Jenatton': 2,\n",
       " 'Ian Fox': 2,\n",
       " 'Jenna Wiens': 2,\n",
       " 'Krzysztof Maziarz': 2,\n",
       " 'Juho Kannala': 2,\n",
       " 'Oleksii Hrinchuk': 2,\n",
       " 'Matthias Bethge': 2,\n",
       " 'Su-In Lee': 2,\n",
       " 'Ignasi Clavera': 2,\n",
       " 'Kun Yuan': 2,\n",
       " 'Tiejun Huang': 2,\n",
       " 'Vincent Fortuin': 2,\n",
       " 'Timothy M. Hospedales': 2,\n",
       " 'Shikui Tu': 2,\n",
       " 'Artur Dubrawski': 2,\n",
       " 'Shuxin Zheng': 2,\n",
       " 'Yanyan Lan': 2,\n",
       " 'Alexandros G. Dimakis': 2,\n",
       " 'Markus Wulfmeier': 2,\n",
       " 'Tim Hertweck': 2,\n",
       " 'Abdellatif Zaidi': 2,\n",
       " 'Quanquan Gu': 2,\n",
       " 'Shiro Takagi': 2,\n",
       " 'Yoshihiro Nagano': 2,\n",
       " 'Yuki Yoshida': 2,\n",
       " 'Masato Okada': 2,\n",
       " 'Xin Zhou': 2,\n",
       " 'Dejing Dou': 2,\n",
       " 'Lei Yu': 2,\n",
       " 'Abhishek Gupta': 2,\n",
       " 'Jiacen Xu': 2,\n",
       " 'Yan Zhang': 2,\n",
       " 'Amir Yazdanbakhsh': 2,\n",
       " 'Ebrahim Songhori': 2,\n",
       " 'Erich Elsen': 2,\n",
       " 'Wenchao Yu': 2,\n",
       " 'Xiao Wang': 2,\n",
       " 'Yuan Tian': 2,\n",
       " 'Jose M. Alvarez': 2,\n",
       " 'Jimmy Ba': 2,\n",
       " 'Megha Nawhal': 2,\n",
       " 'Jianfeng Lu': 2,\n",
       " 'Di Wang': 2,\n",
       " 'Adrian Barbu': 2,\n",
       " 'Peter Richtárik': 2,\n",
       " 'Chris Finlay': 2,\n",
       " 'Prudencio Tossou': 2,\n",
       " 'Ronny Luss': 2,\n",
       " 'Benjamin Eysenbach': 2,\n",
       " 'Qi Meng': 2,\n",
       " 'Bo Zhang': 2,\n",
       " 'Ekin D. Cubuk': 2,\n",
       " 'Hongxia Yang': 2,\n",
       " 'Evan Shelhamer': 2,\n",
       " 'Dequan Wang': 2,\n",
       " 'Han Liu': 2,\n",
       " 'Glen Berseth': 2,\n",
       " 'Dinesh Jayaraman': 2,\n",
       " 'Johannes Welbl': 2,\n",
       " 'Ari Morcos': 2,\n",
       " 'Armand Joulin': 2,\n",
       " 'Jie Jiang': 2,\n",
       " 'Tong Yang': 2,\n",
       " 'Bin Cui': 2,\n",
       " 'Gong Zhang': 2,\n",
       " 'Yang Gao': 2,\n",
       " 'Matthew Amodio': 2,\n",
       " 'Xiangyu Zhang': 2,\n",
       " 'Zhi-Ming Ma': 2,\n",
       " 'Josif Grabocka': 2,\n",
       " 'Lars Schmidt-Thieme': 2,\n",
       " 'Benjamin Rosman': 2,\n",
       " 'Dacheng Tao': 2,\n",
       " 'Pan Zhou': 2,\n",
       " 'Thanard Kurutach': 2,\n",
       " 'Aviv Tamar': 2,\n",
       " 'Jun-Kun Wang': 2,\n",
       " 'Xiaoyun Li': 2,\n",
       " 'Laura Rieger': 2,\n",
       " 'Fartash Faghri': 2,\n",
       " 'Zhizhong Wang': 2,\n",
       " 'Lei Zhao': 2,\n",
       " 'Qihang Mo': 2,\n",
       " 'Zhiwen Zuo': 2,\n",
       " 'Wei Xing': 2,\n",
       " 'Dongming Lu': 2,\n",
       " 'You Xie': 2,\n",
       " 'Alexander M. Rush': 2,\n",
       " 'Adel Bibi': 2,\n",
       " 'Bernard Ghanem': 2,\n",
       " 'Lucas Drumetz': 2,\n",
       " 'Ronan Fablet': 2,\n",
       " 'Yongkweon Jeon': 2,\n",
       " 'Baeseong Park': 2,\n",
       " 'Jeongin Yun': 2,\n",
       " 'Zhuang Liu': 2,\n",
       " 'Sanghyuk Chun': 2,\n",
       " 'Sangdoo Yun': 2,\n",
       " 'Jie Zhang': 2,\n",
       " 'Yuxian Meng': 2,\n",
       " 'Xiaoya Li': 2,\n",
       " 'Fei Wu': 2,\n",
       " 'Jiwei Li': 2,\n",
       " 'Paul Smolensky': 2,\n",
       " 'Jinsung Yoon': 2,\n",
       " 'Jian Sun': 2,\n",
       " 'Pietro Lio': 2,\n",
       " 'Tri Nguyen': 1,\n",
       " 'Mir Rosenberg': 1,\n",
       " 'Xia Song': 1,\n",
       " 'Saurabh Tiwary': 1,\n",
       " 'Rangan Majumder': 1,\n",
       " 'Arnold W.M. Smeulders': 1,\n",
       " 'Aditya Grover': 1,\n",
       " '': 1,\n",
       " 'Louis Shao': 1,\n",
       " 'Denny Britz': 1,\n",
       " 'Franziska Horn': 1,\n",
       " 'Klaus-Robert Müller': 1,\n",
       " 'Rasool Fakoor': 1,\n",
       " 'Abdel-rahman Mohamed': 1,\n",
       " 'Margaret Mitchell': 1,\n",
       " 'Sing Bing Kang': 1,\n",
       " 'Krzysztof Chalupka': 1,\n",
       " 'Robert Chen': 1,\n",
       " 'Mohammad Ali Mehrolhassani': 1,\n",
       " 'Majid Mohammadi': 1,\n",
       " 'Pedro H. P. Savarese': 1,\n",
       " 'Leonardo O. Mazza': 1,\n",
       " 'Daniel R. Figueiredo': 1,\n",
       " 'Bofang Li': 1,\n",
       " 'Tao Liu': 1,\n",
       " 'Zhe Zhao': 1,\n",
       " 'Buzhou Tang': 1,\n",
       " 'Xiaoyong Du': 1,\n",
       " 'Irwan Bello*': 1,\n",
       " 'Hieu Pham*': 1,\n",
       " 'Yihao Feng': 1,\n",
       " 'Tianxiang Gao': 1,\n",
       " 'Sihan Li': 1,\n",
       " 'Jiantao Jiao': 1,\n",
       " 'Yanjun Han': 1,\n",
       " 'Alberto Delmás Lascorz': 1,\n",
       " 'Sayeh Sharify': 1,\n",
       " 'Patrick Judd': 1,\n",
       " 'Andreas Moshovos': 1,\n",
       " 'Jianwen Xie': 1,\n",
       " 'Yang Lu': 1,\n",
       " 'Ruiqi Gao': 1,\n",
       " 'Gabriel Pereyra': 1,\n",
       " 'Geoffrey Hinton': 1,\n",
       " 'Cheng-Zhi Anna Huang': 1,\n",
       " 'Tim Cooijmans': 1,\n",
       " 'Adam Roberts': 1,\n",
       " 'Douglas Eck': 1,\n",
       " 'Ondřej Bajgar': 1,\n",
       " 'Peter Hrincar': 1,\n",
       " 'Jan Kleindienst': 1,\n",
       " 'Wenjie Luo': 1,\n",
       " 'Sanja Fidler': 1,\n",
       " 'Tim Harley': 1,\n",
       " 'Gabriel Dulac-Arnold': 1,\n",
       " 'Neil Rabinowitz': 1,\n",
       " 'Thomas Degris': 1,\n",
       " 'Yunpeng Chen': 1,\n",
       " 'Xiaojie Jin': 1,\n",
       " 'Shuicheng Yan': 1,\n",
       " 'Wojciech Zaremba': 1,\n",
       " 'Aurelia Léon': 1,\n",
       " 'Eugene Vorontsov': 1,\n",
       " 'Samuel Kadoury': 1,\n",
       " 'Yuanzhi Ke': 1,\n",
       " 'Masafumi Hagiwara': 1,\n",
       " 'Timothee LESORT': 1,\n",
       " 'David FILLIAT': 1,\n",
       " 'Gyuwan Kim': 1,\n",
       " 'Hayoon Yi': 1,\n",
       " 'Jangho Lee': 1,\n",
       " 'Yunheung Paek': 1,\n",
       " 'Sungroh Yoon': 1,\n",
       " 'Serena Yeung': 1,\n",
       " 'Anitha Kannan': 1,\n",
       " 'Weidi Xie': 1,\n",
       " 'Alison Noble': 1,\n",
       " 'Tong Wang': 1,\n",
       " 'Xingdi Yuan': 1,\n",
       " 'Justin Harris': 1,\n",
       " 'Kaheer Suleman': 1,\n",
       " 'Sajid Anwar': 1,\n",
       " 'Thomas Trogdon': 1,\n",
       " 'Patrick McClure': 1,\n",
       " 'Nikolaus Kriegeskorte': 1,\n",
       " 'Jonas Gehring': 1,\n",
       " 'Yann N. Dauphin': 1,\n",
       " 'Joao F. Henriques': 1,\n",
       " 'Ron Dekel': 1,\n",
       " 'Karol Grzegorczyk': 1,\n",
       " 'Marcin Kurdziel': 1,\n",
       " 'Sahil Garg': 1,\n",
       " 'Irina Rish': 1,\n",
       " 'Guillermo Cecchi': 1,\n",
       " 'Aurelie Lozano': 1,\n",
       " 'Antonio Valerio Miceli Barone': 1,\n",
       " 'Anna C. Gilbert': 1,\n",
       " 'Yuting Zhang': 1,\n",
       " 'Farkhondeh Kiaee': 1,\n",
       " 'and Mahdieh Abbasi': 1,\n",
       " 'Lajanugen Logeswaran': 1,\n",
       " 'Dragomir Radev': 1,\n",
       " 'Rahul G. Krishnan': 1,\n",
       " 'Matthew Hoffman': 1,\n",
       " 'Melanie Ducoffe': 1,\n",
       " 'Frederic Precioso': 1,\n",
       " 'Vivek Ramamurthy': 1,\n",
       " 'Nigel Duffy': 1,\n",
       " 'Miguel Lazaro-Gredilla': 1,\n",
       " 'D. Scott Phoenix': 1,\n",
       " 'Dileep George': 1,\n",
       " 'Abram L. Friesen': 1,\n",
       " 'Pedro Domingos': 1,\n",
       " 'Evan Racah': 1,\n",
       " 'Christopher Beckham': 1,\n",
       " 'Tegan Maharaj': 1,\n",
       " 'Prabhat': 1,\n",
       " 'Paul Hongsuck Seo': 1,\n",
       " 'Zhe Lin': 1,\n",
       " 'Scott Cohen': 1,\n",
       " 'Xiaohui Shen': 1,\n",
       " 'Bohyung Han': 1,\n",
       " 'Sergey Bartunov': 1,\n",
       " 'Dmitry P. Vetrov': 1,\n",
       " 'Federico Raue': 1,\n",
       " 'Sebastian Palacio': 1,\n",
       " ...}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allRejectedBySubmitted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sergey Levine-8\n",
      "Jiajun Wu-8\n",
      "Jason Weston-7\n",
      "Volodymyr Mnih-6\n",
      "Kyunghyun Cho-6\n",
      "William T. Freeman-6\n",
      "Koray Kavukcuoglu-5\n",
      "Tengyu Ma-5\n",
      "Remi Munos-5\n",
      "Kevin Murphy-5\n",
      "Marc'Aurelio Ranzato-5\n",
      "Arthur Szlam-5\n",
      "Roger Grosse-5\n",
      "Misha Denil-5\n",
      "Edward Grefenstette-5\n",
      "Ofir Nachum-5\n",
      "M. Pawan Kumar-5\n",
      "Shixiang Gu-5\n",
      "Nicolas Ballas-5\n",
      "Song Han-5\n",
      "Erich Elsen-5\n",
      "Oriol Vinyals-5\n",
      "Nicolas Heess-5\n",
      "Douwe Kiela-5\n",
      "Quoc Le-4\n",
      "Andrew M. Dai-4\n",
      "Ian Goodfellow-4\n",
      "Ali Farhadi-4\n",
      "Hannaneh Hajishirzi-4\n",
      "Edouard Grave-4\n",
      "Armand Joulin-4\n",
      "Nicolas Usunier-4\n",
      "Adam Trischler-4\n",
      "Michael Auli-4\n",
      "Sanjeev Arora-4\n",
      "Matthew Botvinick-4\n",
      "Trevor Darrell-4\n",
      "Yaniv Taigman-4\n",
      "Jian Peng-4\n",
      "Chelsea Finn-4\n",
      "Hanjun Dai-4\n",
      "Bo Dai-4\n",
      "Matthias Bethge-4\n",
      "Yuandong Tian-4\n",
      "Samuel S. Schoenholz-4\n",
      "Dani Yogatama-4\n",
      "Johannes Ballé-4\n",
      "Rishabh Singh-4\n",
      "Stefano Ermon-4\n",
      "Timothy Lillicrap-4\n",
      "Richard E. Turner-4\n",
      "Ziyu Wang-4\n",
      "Jimmy Ba-4\n",
      "Victor Zhong-4\n",
      "Vladlen Koltun-4\n",
      "Yonatan Belinkov-4\n",
      "Qiang Liu-4\n",
      "Roman Novak-4\n",
      "Mihaela van der Schaar-4\n",
      "Karl Tuyls-4\n",
      "Guillaume Lample-4\n",
      "Yi Zhou-4\n",
      "Nathan Srebro-4\n",
      "Jeffrey Pennington-4\n",
      "Byron Boots-4\n",
      "Percy Liang-4\n",
      "Angela Fan-4\n",
      "Yu Bai-4\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "for key in piaza.keys():\n",
    "    if piaza[key]>3.0:\n",
    "        count+=1\n",
    "        print(key+\"-\"+str(piaza[key]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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