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ResearchFormerly WizWand

Image Classification on Tiny-ImageNet Dirichlet alpha=0.1 (test)

57.95Test AccuracyFedPAC_Muon
6.917220.166133.41546.6639May 28, 2024Oct 3, 2024Feb 8, 2025Jun 16, 2025Oct 22, 2025Feb 27, 2026Jul 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
FedPAC_MuonBackbone=ResNet-182026.0257.95
FedPAC_SOAPBackbone=ResNet-182026.0255.62
Local SOAPBackbone=ResNet-182026.0254.42
Local MuonBackbone=ResNet-182026.0252.83
SCAFFOLDBackbone=ResNet-182026.0247.76
FedAvgBackbone=ResNet-182026.0247.48
Local AdamWBackbone=ResNet-182026.0244.01
FedPAC_SophiaBackbone=ResNet-182026.0243.81
Local SophiaBackbone=ResNet-182026.0241.23
FedCMBackbone=ResNet-182026.0241.16
FedPAC_SOAPBackbone=ViT-Tiny2026.0234.32
Local SOAPBackbone=ViT-Tiny2026.0233.3
SpecGradFilterBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.1, spectral filter ratio r=0.052026.0731.55
FedPAC_MuonBackbone=ViT-Tiny2026.0231.45
Local MuonBackbone=ViT-Tiny2026.0230.51
FedDynBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0730.32
SCAFFOLDBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0727.18
FedAvgBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.82
FedDiscoBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.76
FedLWSBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.73
DFedPGP2024.0525.71
FedAWABackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.65
FedBABU2024.0525.59
FedSAMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.56
FedAvg2024.0525.55
FedProxBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0725.47
OSGP2024.0525.29
Dis-PFL2024.0524.71
DFedAvgM2024.0524.42
Local AdamWBackbone=ViT-Tiny2026.0224.31
FedPAC_SophiaBackbone=ViT-Tiny2026.0223.01
Local SophiaBackbone=ViT-Tiny2026.0222.49
Ditto2024.0521.71
FedPer2024.0521.64
FedRep2024.0517.54
SCAFFOLDBackbone=ViT-Tiny2026.0215.7
FedAvgBackbone=ViT-Tiny2026.0215.68
FedCMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.0714.33
Local2024.0512.13
FedCMBackbone=ViT-Tiny2026.028.88