Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness

Benchmark Model Rank Results
adversarial-robustness-on-cifar-10Stochastic-LWTA/PGD/WideResNet-34-10#2Accuracy: 92.26Robust Accuracy: 84.3Attack: AutoAttack: 82.6
adversarial-robustness-on-cifar-10Stochastic-LWTA/PGD/WideResNet-34-5#3Accuracy: 91.88Robust Accuracy: 83.4Attack: AutoAttack: 81.22
adversarial-defense-on-cifar-10Stochastic-LWTA/PGD/WideResNet-34-10#3Accuracy: 84.3Attack: AutoAttack: 82.6
adversarial-defense-on-cifar-10Ours (Stochastic-LWTA/PGD/WideResNet-34-5)#4Accuracy: 83.4
adversarial-defense-on-cifar-10Ours (Stochastic-LWTA/PGD/WideResNet-34-1)#5Accuracy: 81.87Attack: AutoAttack: 74.71
adversarial-defense-on-cifar-10Stochastic-LWTA/PGD/WideResNet-34-5#8Attack: AutoAttack: 81.22