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seanwatson / param_comparison.csv
Created November 1, 2017 00:06
Comparison of FGSM Adversarial Training Across MNIST, CIFAR-10, and CIFAR-100 with Different Model Parameters
epoch filters type clean_train_clean_eval clean_train_adv_eval adv_train_clean_eval adv_train_adv_eval
2 64 mnist 0.9897 0.0897 0.9871 0.9002
2 64 cifar_10 0.4564 0.079 0.4166 0.1692
2 64 cifar_100 0.2613 0.0124 0.2399 0.0642
3 64 mnist 0.9926 0.0688 0.9893 0.934
3 64 cifar_10 0.4476 0.0961 0.4472 0.3031
3 64 cifar_100 0.2777 0.0159 0.2668 0.0791
4 64 mnist 0.9921 0.089 0.9918 0.9362
4 64 cifar_10 0.5018 0.0821 0.4577 0.3609
4 64 cifar_100 0.3207 0.0191 0.293 0.1245
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seanwatson / keybase.md
Last active March 5, 2016 21:31

Keybase proof

I hereby claim:

  • I am seanwatson on github.
  • I am seanwatson (https://keybase.io/seanwatson) on keybase.
  • I have a public key whose fingerprint is E229 C367 090C 597B 910E 8487 9982 AF9D 038D AB6A

To claim this, I am signing this object: