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ResearchFormerly WizWand

Image Classification on CIFAR-10 (balanced test set)

3.06Top-1 Error RateLPA (mean + varied)
2.9463.71554.4855.2545May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LPA (mean + varied)Backbone=WRN-28-102026.053.06
LPA-lowrank (mean + varied)Backbone=WRN-28-102026.053.09
LPA (mean + fixed)Backbone=WRN-28-102026.053.18
LPL (mean + varied)Backbone=WRN-28-102026.053.28
Manifold MixupBackbone=WRN-28-102026.053.38
ISDABackbone=WRN-28-102026.053.44
DropBlockBackbone=WRN-28-102026.053.48
DropoutBackbone=WRN-28-102026.053.52
MixupBackbone=WRN-28-102026.053.56
Label SmoothingBackbone=WRN-28-102026.053.82
CEBackbone=WRN-28-102026.053.89
LPA (mean + varied)Backbone=ResNet-1102026.054.82
LPA-lowrank (mean + varied)Backbone=ResNet-1102026.054.86
LPA (mean + fixed)Backbone=ResNet-1102026.054.95
LPL (mean + varied)Backbone=ResNet-1102026.055.12
ISDABackbone=ResNet-1102026.055.3
Manifold MixupBackbone=ResNet-1102026.055.35
MixupBackbone=ResNet-1102026.055.48
DropBlockBackbone=ResNet-1102026.055.58
DropoutBackbone=ResNet-1102026.055.65
Label SmoothingBackbone=ResNet-1102026.055.87
CEBackbone=ResNet-1102026.055.91