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Benchmarks
Adversarial Robustness on CIFAR-10 (L-infinity, epsilon=8/255)
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62.8
Robust Acc (AA)
Gowal et al. (2021)
56.9136
58.4418
59.97
61.4982
Feb 23, 2021
Robust Acc (AA)
Robust Acc (A3)
Robust Acc Delta
Runtime (AA)
Runtime (A3)
Speed-up
Search Steps (A3)
Updated 4d ago
Evaluation Results
Method
Method
Links
Robust Acc (AA)
Robust Acc (A3)
Robust Acc Delta
Runtime (AA)
Runtime (A3)
Speed-up
Search Steps (A3)
Gowal et al. (2021)
author_provided=true
2021.02
62.8
62.79
-0.01
818
226
3.62
761
Wu et al. (2020) RTS
author_provided=true
2021.02
60.04
60.01
-0.03
706
255
2.77
690
Zhang et al. (2021)
author_provided=true,...
2021.02
59.64
59.56
-0.08
604
261
2.31
565
Carmon et al. (2019)
author_provided=true
2021.02
59.53
59.51
-0.02
638
282
2.26
575
Sehwag et al. (2020)
author_provided=true
2021.02
57.14
57.16
0.02
671
429
1.56
691
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