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SotA/Adversarial/Adversarial Defense/CIFAR-10

Adversarial Defense on CIFAR-10

Metric: Attack: AutoAttack (higher is better)

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#Model↕Attack: AutoAttack▼Extra DataPaperDate↕Code
1Stochastic-LWTA/PGD/WideResNet-34-1082.6NoStochastic Local Winner-Takes-All Networks Enabl...2021-12-05Code
2Stochastic-LWTA/PGD/WideResNet-34-581.22NoStochastic Local Winner-Takes-All Networks Enabl...2021-12-05Code
3Ours (Stochastic-LWTA/PGD/WideResNet-34-1)74.71NoStochastic Local Winner-Takes-All Networks Enabl...2021-12-05Code
4ResNet18 (TRADES-ANCRA/PGD-40)59.7NoEnhancing Robust Representation in Adversarial T...2023-10-05Code