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ResearchFormerly WizWand

Image Classification on CIFAR-10 Corruption v1

85.98AccuracyTRADES-EMFF
80.083281.614183.14584.6759Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
TRADES-EMFFData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0785.983.052.587.43
EV-ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l22026.0785.73.082.5387.73
EV-ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l22026.0785.683.072.5487.66
TRADES-AWPData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0785.053.562.986.03
TRADESData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0784.933.312.7287.63
EV-ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l22026.0784.753.012.589.65
ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0784.633.212.6988.41
TRADES-EMFFData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0784.63.983.185.35
AT-AWPData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0784.573.562.9386.69
TRADES-AWPData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0784.164.023.2285.26
ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0783.913.412.8688.42
EV-ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l22026.0783.83.743.0487.29
TRADES-EMFFData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0783.633.74387.87
AT-AWPData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0783.583.412.8689.01
ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0783.53.352.8189.48
IKL-ATData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0782.955.053.982.73
TRADESData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0782.864.773.7384.05
TRADES-AWPData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0782.694.223.4286.59
AT-AWPData Augmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0782.694.293.4986.1
IKL-ATData Augmentation=AugMix, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0782.495.314.0582.59
TRADES-EMFFData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=TPAMI’252026.0782.344.553.5986.04
ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’182026.0782.33.953.2888.26
TRADES-AWPData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0782.174.523.6286.12
TRADESData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0782.134.53.686.35
IKL-ATData Augmentation=Basic, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0782.014.623.6586.22
AT-AWPData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’202026.0781.784.443.6386.81
TRADESData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=ICML’192026.0781.714.523.6187.09
IKL-ATData Augmentation=Cutout, Backbone=WRN-34-10, Threat Model=l2, Venue=NeurIPS’242026.0780.316.344.7682.14