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ResearchFormerly WizWand

Adversarial Attack on CIFAR100

99.83ASRPDSG (PGD)
29.952448.093766.23584.3763Mar 5, 2025May 17, 2025Jul 29, 2025Oct 11, 2025Dec 23, 2025Mar 6, 2026May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDSG (PGD)Architecture=ResNet18, Perturbation budget (epsilon)=8/255, Coding=Direct coding2025.0399.83
SDMTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0581.47
SDMTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0580.63
C&WTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0579.17
SquareArchitecture=ResNet18, Perturbation budget (epsilon)=8/255, Coding=Direct coding2025.0378.8
APGDTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0578.76
PDSG (PGD)Architecture=ResNet18, Perturbation budget (epsilon)=2/255, Coding=Direct coding2025.0378.5
SDMTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0578.44
APGDTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0578.2
C&WTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0578.06
PGDTarget Model=WideResNet-28-10, Defense=VAT, Norm Constraint=l-infinity2026.0577.97
SDMTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0577.89
C&WTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0577.76
PGDTarget Model=ResNet-34, Defense=VAT, Norm Constraint=l-infinity2026.0577.23
C&WTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0577.11
SDMTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0576.76
SDMTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0576.66
C&WTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0575.96
C&WTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0574.39
SDMTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0574.28
SDMTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0574.17
APGDTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0573.91
PGDTarget Model=WideResNet-28-10, Defense=MART, Norm Constraint=l-infinity2026.0573.37
APGDTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0573.2
C&WTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0573.03
PGDTarget Model=ResNet-34, Defense=MART, Norm Constraint=l-infinity2026.0572.53
APGDTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0572.3
C&WTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0572.16
RaySArchitecture=ResNet18, Perturbation budget (epsilon)=8/255, Coding=Direct coding2025.0371.8
PGDTarget Model=WideResNet-28-10, Defense=HAT, Norm Constraint=l-infinity2026.0571.74
APGDTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0571.13
PGDTarget Model=ResNet-34, Defense=HAT, Norm Constraint=l-infinity2026.0570.55
APGDTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0570.28
PGDTarget Model=WideResNet-28-10, Defense=LOAT, Norm Constraint=l-infinity2026.0569.71
APGDTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0569.56
PGDTarget Model=ResNet-34, Defense=LOAT, Norm Constraint=l-infinity2026.0568.96
SquareArchitecture=ResNet18, Perturbation budget (epsilon)=2/255, Coding=Direct coding2025.0350.67
RaySArchitecture=ResNet18, Perturbation budget (epsilon)=2/255, Coding=Direct coding2025.0332.64