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ResearchFormerly WizWand

Image Classification on CIFAR-10 AA

72.13AccuracyEV-AT
50.8156.34561.8867.415Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
EV-ATData Augmentation Strategy=AutoAug, Backbone=WRN-34-10, Threat Model=l_infinity2026.0772.137.896.3490.94
EV-ATData Augmentation Strategy=Cutout, Backbone=WRN-34-10, Threat Model=l_infinity2026.0771.938.36.5389.7
EV-ATData Augmentation Strategy=Basic, Backbone=WRN-34-10, Threat Model=l_infinity2026.0771.778.086.4591.33
EV-ATData Augmentation Strategy=AugMix, Backbone=WRN-34-10, Threat Model=l_infinity2026.0771.528.656.7589.26
TRADES-AWPData Augmentation Strategy=Cutout, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=NeurIPS'202026.0770.99.777.3786.57
IKL-ATData Augmentation Strategy=AugMix, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=NeurIPS'242026.0769.1111.958.4684.1
EV-ATData Augmentation Strategy=Cutout, Backbone=WRN-34-10, Threat Model=l_infinity2026.0756.4913.1610.4296.12
EV-ATData Augmentation Strategy=AugMix, Backbone=WRN-34-10, Threat Model=l_infinity2026.0755.9313.6410.7395.87
IKL-ATData Augmentation Strategy=AutoAug, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=NeurIPS'242026.0755.9115.5111.6492.2
EV-ATData Augmentation Strategy=AutoAug, Backbone=WRN-34-10, Threat Model=l_infinity2026.0755.8612.9610.4397.2
EV-ATData Augmentation Strategy=Basic, Backbone=WRN-34-10, Threat Model=l_infinity2026.0755.3813.3910.796.98
AT-AWPData Augmentation Strategy=AugMix, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=NeurIPS'202026.0752.7616.0512.4594.83
TRADES-EMFFData Augmentation Strategy=Cutout, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=TPAMI'252026.0751.8117.3413.194.05
ATData Augmentation Strategy=Basic, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=ICML'182026.0751.6315.4412.3297.49