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ResearchFormerly WizWand

Image Classification on CIFAR-100 Clean standard (test)

69.64AccuracyEV-AT
56.1259.6363.1466.65Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
EV-ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0769.64
IKL-ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0767.97
EV-ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0767.43
TRADES-AWPAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0766.81
EV-ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0766.04
EV-ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0765.79
IKL-ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0765.09
TRADES-EMFFAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0764.73
IKL-ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0764.56
IKL-ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0764.54
TRADESAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0764.34
TRADES-EMFFAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0762.94
TRADES-AWPAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0762.78
TRADES-EMFFAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0762.43
TRADES-EMFFAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0762.35
TRADES-AWPAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0762.31
AT-AWPAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0761.67
ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0761.24
TRADESAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0761.06
TRADES-AWPAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0760.99
TRADESAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0760.75
ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.0760.55
TRADESAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0760.11
ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0759.77
AT-AWPAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.0759.3
AT-AWPAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.0758.16
ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0757.68
AT-AWPAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.0756.64