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ResearchFormerly WizWand

Image Classification on CIFAR-10 clean (test)

88.14Test AccuracyNCM
70.501675.080879.6684.2392Aug 26, 2021Jun 17, 2022Apr 8, 2023Jan 29, 2024Nov 19, 2024Sep 10, 2025Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
NCMImbalance Ratio=102021.0888.14
ROLTImbalance Ratio=102021.0887.87
ROLT-DRWImbalance Ratio=102021.0887.87
BBNImbalance Ratio=102021.0887.83
HAR-DRWImbalance Ratio=102021.0887.81
ERM-DRWImbalance Ratio=102021.0887.71
LDAM-DRWImbalance Ratio=102021.0887.29
cRTImbalance Ratio=102021.0886.78
ERMImbalance Ratio=102021.0886.75
LDAMImbalance Ratio=102021.0886.38
ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0785.36
EV-ATBackbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0784.4
EV-ATBackbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0784.16
TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0784.07
ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0783.43
TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0782.98
EV-ATBackbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0782.86
TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0782.85
EV-ATBackbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0782.83
NCMImbalance Ratio=502021.0882.75
ROLT-DRWImbalance Ratio=502021.0882.21
TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0782.02
TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0782.01
ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0781.85
TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0781.69
LDAM-DRWImbalance Ratio=502021.0881.25
BBNImbalance Ratio=502021.0881.19
TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0781.1
TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0781.1
AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0780.86
ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0780.75
ERM-DRWImbalance Ratio=502021.0880.58
IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0780.43
IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.0780.09
HAR-DRWImbalance Ratio=502021.0879.82
ROLTImbalance Ratio=502021.0879.79
ROLT-DRWImbalance Ratio=1002021.0879.62
NCMImbalance Ratio=1002021.0879.59
AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.0779.04
BBNImbalance Ratio=1002021.0878.87
LDAM-DRWImbalance Ratio=1002021.0878.78
IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0778
AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0777.75
IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.0777.74
LDAMImbalance Ratio=502021.0877.62
ERMImbalance Ratio=502021.0877.38
cRTImbalance Ratio=502021.0877.3
ROLTImbalance Ratio=1002021.0876.49
ERM-DRWImbalance Ratio=1002021.0876.33
HAR-DRWImbalance Ratio=1002021.0875.99
AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.0775.45
LDAMImbalance Ratio=1002021.0874.31
ERMImbalance Ratio=1002021.0871.83
cRTImbalance Ratio=1002021.0871.18