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ResearchFormerly WizWand

Image Classification on CIFAR-10 (train) (Training Loss)

0.0056Training LossAdamW
0.0032360.0191930.035150.051107May 5, 2025
Updated 5mo ago

Evaluation results

MethodLinks
AdamWNetwork=ResNet-1102025.050.0056———
AdamWNetwork=ResNet-562025.050.0057———
AdamWNetwork=VGG-16/BN2025.050.0058———
AdamWNetwork=ViT-7/8/8-3842025.050.0087———
AdamWNetwork=ViT-7/8/12-7682025.050.0087———
Friendly-SAMNetwork=VGG-16/BN2025.050.0163———
SAMNetwork=VGG-16/BN2025.050.0171———
SAMNetwork=ResNet-1102025.050.0188———
Friendly-SAMNetwork=ResNet-1102025.050.019———
Friendly-SAMNetwork=ResNet-562025.050.0219———
SAMNetwork=ResNet-562025.050.0221———
ASAMNetwork=VGG-16/BN2025.050.0237———
SAMNetwork=ViT-7/8/8-3842025.050.0273———
Friendly-SAMNetwork=ViT-7/8/8-3842025.050.0273———
Friendly-SAMNetwork=ViT-7/8/12-7682025.050.0283———
ASAMNetwork=ResNet-1102025.050.0288———
SAMNetwork=ViT-7/8/12-7682025.050.0293———
ZSharpNetwork=VGG-16/BN2025.050.0351———
ASAMNetwork=ResNet-562025.050.0366———
ASAMNetwork=ViT-7/8/8-3842025.050.0367———
ASAMNetwork=ViT-7/8/12-7682025.050.0371———
ZSharpNetwork=ResNet-1102025.050.0618———
ZSharpNetwork=ResNet-562025.050.063———
ZSharpNetwork=ViT-7/8/12-7682025.050.0635———
ZSharpNetwork=ViT-7/8/8-3842025.050.0647———
AdamWModel=VGG-112026.06—0.41830.15740.0047
AdamWModel=ResNet-182026.06—0.06180.01070.0001
AdamWModel=ResNet-502026.06—0.07910.01310.0001
LionModel=VGG-112026.06—0.22921.0760.0335
LionModel=ResNet-182026.06—0.11010.05370.0002
LionModel=ResNet-502026.06—0.08020.01730.0001
LPSGDMModel=VGG-112026.06—0.26790.0850.0142
LPSGDMModel=ResNet-182026.06—0.04980.00210.0004
LPSGDMModel=ResNet-502026.06—0.04780.00210.0007
SGD w/ MomentumModel=VGG-112026.06—0.2610.10010.0096
SGD w/ MomentumModel=ResNet-182026.06—0.13130.01750.0014
SGD w/ MomentumModel=ResNet-502026.06—0.13210.0220.0006