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ResearchFormerly WizWand

Image Classification on CIFAR-10 AutoAttack v1 (AA)

76.04AccuracyTRADES-AWP
47.003254.541662.0869.6184Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
TRADES-AWPData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0776.044.33.795.43
TRADES-AWPData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0775.444.433.8295.67
EV-ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l22026.0775.224.163.6396.99
EV-ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l22026.0775.144.313.7396.55
IKL-ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0774.855.984.8591.07
EV-ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l22026.0774.594.373.7997.02
EV-ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l22026.0774.014.323.7897.91
TRADES-AWPData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0773.984.974.2595.5
IKL-ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0773.876.245.0491.58
IKL-ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0773.865.344.4694.61
IKL-ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0773.856.475.1690.97
TRADES-AWPData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0773.755.084.3395.42
AT-AWPData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0773.125.034.3596.23
AT-AWPData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0772.915.044.3796.47
AT-AWPData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0772.724.734.1697.81
TRADESData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0772.565.014.3397.15
TRADESData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0771.935.464.6596.51
TRADES-EMFFData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0771.655.74.896.11
ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0771.575.114.4797.88
AT-AWPData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0771.335.734.9196.08
TRADESData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0771.115.945.0395.82
TRADESData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0770.996.445.3694.39
TRADES-EMFFData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0770.935.89596.25
ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0770.725.284.6398.33
ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0770.225.484.7898.32
ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0770.165.374.7198.77
TRADES-EMFFData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0769.756.775.5995.19
TRADES-EMFFData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0769.246.895.7395.32
EV-ATBackbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0750.9———
AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0749.69———
ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0748.12———