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ResearchFormerly WizWand

Robustness on CIFAR-100 1.0 (test)

64.11Clean AccuracyEV-AT
49.986853.653457.3260.9866Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
EV-ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.0764.112655.0545.05
EV-ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.0762.5827.1251.9144.85
EV-ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.0762.0127.0951.0744.55
IKL-ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.0761.9526.2152.6744.08
EV-ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.0761.7526.7653.7944.26
TRADES-AWPAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0761.4624.4251.7342.94
IKL-ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.0760.2727.249.9843.73
ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.0760.2224.450.542.31
TRADESAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.0760.0923.7151.0941.9
IKL-ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.0759.6426.3951.0743.02
IKL-ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.0759.4526.4448.6442.94
TRADES-AWPAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0759.125.447.7642.25
TRADES-AWPAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0758.6824.8649.7941.77
TRADES-AWPAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0758.2726.2247.8342.25
TRADESAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.0757.4624.0946.7840.78
TRADESAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.0756.9324.646.4640.77
ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.0756.6324.2146.7340.42
TRADESAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.0756.4923.348.4739.9
AT-AWPAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0756.1326.4446.3641.29
ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.0754.1424.0644.4839.1
ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.0753.5223.8446.3138.68
AT-AWPAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0752.6524.744.4238.68
AT-AWPAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0751.9725.0842.7138.53
AT-AWPAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.0750.5325.3443.5637.93