Skip to content

Instantly share code, notes, and snippets.

View swear01's full-sized avatar

SSU-WEI HUANG swear01

View GitHub Profile
@swear01
swear01 / vguided-cegar-report.md
Last active May 26, 2026 11:32
Vocabulary-Guided CEGAR with LLM Predicate Injection — Project Report

Vocabulary-Guided CEGAR with LLM Predicate Injection

Project Report — Updated 2026-05-27


Executive Summary

This project investigates whether LLM-generated predicates can accelerate CEGAR-based predicate abstraction in CPAchecker. The key finding is that useful predicates should not be treated only as locally entailed invariants. Instead, many useful formulas are abstraction predicates: Boolean features that predicate abstraction should track, regardless of whether they are locally true.

@swear01
swear01 / pono-llm-lemma-generalization.md
Last active May 27, 2026 06:57
Pono + LLM Lemma Generalization — 開發進度報告 (2026-05-25)

Pono + LLM Lemma Generalization — 開發進度報告 (2026-05-25)

Pono + LLM Lemma Generalization — 開發進度報告 (2026-05-25)

Pono + LLM Lemma Generalization — 開發進度報告 (2026-05-25)

Pono + LLM Lemma Generalization — 開發進度報告 (2026-05-25)

Pono + LLM Lemma Generalization — Design & Progress