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ResearchFormerly WizWand

Image Classification on CIFAR-10 DM-AT (train)

96.58Clean AccuracyTRADES+LORE
85.077688.063891.0594.0362Mar 26, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TRADES+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.0396.58
TRADES(S)+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.0396.4
TRADES+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=756s2024.0396.39
TRADES(S)+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.0395.3
TRADES(S)+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.0394.91
TRADESBackbone=WRN-28-10 (Swish), Training Time (T/E)=754s2024.0394.8
TRADES(S)Backbone=WRN-28-10 (Swish), Training Time (T/E)=784s2024.0394.76
TRADES+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=750s2024.0394.69
TRADES+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=749s2024.0394.48
TRADES(S)+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.0393.3
TRADES(S)Backbone=PreResNet18 (Swish), Training Time (T/E)=743s2024.0392.64
TRADESBackbone=PreResNet18 (Swish), Training Time (T/E)=744s2024.0392.54
MART+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.0390.5
MART+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=758s2024.0389.75
MART+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.0389.25
MART+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.0387.75
MARTBackbone=WRN-28-10 (Swish), Training Time (T/E)=755s2024.0387.22
MARTBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.0385.52