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ResearchFormerly WizWand

Image Classification on Tiny-ImageNet (train)

0.0043LossAdamW
-0.0238480.1661510.356150.546149May 5, 2025Jun 22, 2025Aug 10, 2025Sep 28, 2025Nov 16, 2025Jan 4, 2026Feb 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AdamWNetwork=VGG-16/BN2025.050.0043
AdamWNetwork=ViT-7/8/8-3842025.050.0056
AdamWNetwork=ViT-7/8/12-7682025.050.0065
AdamWNetwork=ResNet-562025.050.0121
SAMNetwork=ViT-7/8/12-7682025.050.0297
Friendly-SAMNetwork=VGG-16/BN2025.050.0349
Friendly-SAMNetwork=ViT-7/8/8-3842025.050.0349
SAMNetwork=VGG-16/BN2025.050.0363
SAMNetwork=ViT-7/8/8-3842025.050.0363
Friendly-SAMNetwork=ViT-7/8/12-7682025.050.0441
Friendly-SAMNetwork=ResNet-562025.050.0444
SAMNetwork=ResNet-562025.050.0453
ASAMNetwork=ViT-7/8/12-7682025.050.0512
AdamWNetwork=ResNet-1102025.050.0556
ASAMNetwork=ResNet-562025.050.0564
ASAMNetwork=VGG-16/BN2025.050.0644
ASAMNetwork=ViT-7/8/8-3842025.050.0644
ZSharpNetwork=ResNet-562025.050.0828
ZSharpNetwork=VGG-16/BN2025.050.1248
ZSharpNetwork=ViT-7/8/8-3842025.050.1248
ZSharpNetwork=ViT-7/8/12-7682025.050.1341
Friendly-SAMNetwork=ResNet-1102025.050.1402
SAMNetwork=ResNet-1102025.050.1417
FedPAC_SOAPModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.156
FedPAC_MuonModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.171
FedPAC_SophiaModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.175
Local MuonModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.184
Local SophiaModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.188
Local SOAPModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.212
Local AdamWModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.252
ASAMNetwork=ResNet-1102025.050.2894
ZSharpNetwork=ResNet-1102025.050.4137
FedAvgModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.421
SCAFFOLDModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.432
FedCMModel Architecture=ViT-Base, Data Distribution=Dir-0.1, Communication Rounds=100, Number of Clients=50, Client Participation Rate=10%, Batch Size=16, Local Steps (K)=502026.020.708