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ResearchFormerly WizWand

Image Classification on CIFAR-10 standard (test) (Clean and AA Accuracy Metrics)

88.9Clean AccuracyTRADES-EMFF
81.110483.132785.15587.1773Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=TPAMI’252026.0788.951.2370.07
EV-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=-2026.0788.455.8672.13
EV-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=-2026.0788.1655.3871.77
EV-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=-2026.0787.3756.4971.93
TRADESBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’192026.0787.3752.7670.06
EV-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=-2026.0787.155.9371.52
TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=TPAMI’252026.0787.0451.8169.42
TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.0787.0355.7471.39
TRADESBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’192026.0785.6353.2869.46
TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.0785.456.3970.9
AT-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.0785.2853.5769.42
IKL-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’242026.0785.2855.9170.6
ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’182026.0785.1151.6368.37
IKL-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’242026.0785.0456.1870.61
TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Basic, Venue=TPAMI’252026.0784.9750.3567.66
ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’182026.0784.9150.6867.8
TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.0784.8955.8570.37
TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.0784.6452.3768.5
TRADESBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’192026.0784.5352.9268.73
ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’182026.0784.4252.0768.24
TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=TPAMI’252026.0784.2349.967.07
TRADESBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’192026.0784.0647.7165.88
AT-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.0783.8652.3168.08
ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’182026.0783.3852.1767.78
IKL-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’242026.0782.8555.3869.11
IKL-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’242026.0782.6755.8569.26
AT-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.0782.6552.767.67
AT-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.0781.4152.7667.09