Image Classification on Tiny-ImageNet Dirichlet alpha=0.1 (test)
57.95Test AccuracyFedPAC_Muon
Evaluation Results
| Method | Links | |
|---|---|---|
| FedPAC_MuonBackbone=ResNet-182026.02 | 57.95 | |
| FedPAC_SOAPBackbone=ResNet-182026.02 | 55.62 | |
| Local SOAPBackbone=ResNet-182026.02 | 54.42 | |
| Local MuonBackbone=ResNet-182026.02 | 52.83 | |
| SCAFFOLDBackbone=ResNet-182026.02 | 47.76 | |
| FedAvgBackbone=ResNet-182026.02 | 47.48 | |
| Local AdamWBackbone=ResNet-182026.02 | 44.01 | |
| FedPAC_SophiaBackbone=ResNet-182026.02 | 43.81 | |
| Local SophiaBackbone=ResNet-182026.02 | 41.23 | |
| FedCMBackbone=ResNet-182026.02 | 41.16 | |
| FedPAC_SOAPBackbone=ViT-Tiny2026.02 | 34.32 | |
| Local SOAPBackbone=ViT-Tiny2026.02 | 33.3 | |
| 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=0.052026.07 | 31.55 | |
| FedPAC_MuonBackbone=ViT-Tiny2026.02 | 31.45 | |
| Local MuonBackbone=ViT-Tiny2026.02 | 30.51 | |
| FedDynBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 30.32 | |
| SCAFFOLDBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 27.18 | |
| FedAvgBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.82 | |
| FedDiscoBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.76 | |
| FedLWSBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.73 | |
| DFedPGP2024.05 | 25.71 | |
| FedAWABackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.65 | |
| FedBABU2024.05 | 25.59 | |
| FedSAMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.56 | |
| FedAvg2024.05 | 25.55 | |
| FedProxBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 25.47 | |
| OSGP2024.05 | 25.29 | |
| Dis-PFL2024.05 | 24.71 | |
| DFedAvgM2024.05 | 24.42 | |
| Local AdamWBackbone=ViT-Tiny2026.02 | 24.31 | |
| FedPAC_SophiaBackbone=ViT-Tiny2026.02 | 23.01 | |
| Local SophiaBackbone=ViT-Tiny2026.02 | 22.49 | |
| Ditto2024.05 | 21.71 | |
| FedPer2024.05 | 21.64 | |
| FedRep2024.05 | 17.54 | |
| SCAFFOLDBackbone=ViT-Tiny2026.02 | 15.7 | |
| FedAvgBackbone=ViT-Tiny2026.02 | 15.68 | |
| FedCMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.12026.07 | 14.33 | |
| Local2024.05 | 12.13 | |
| FedCMBackbone=ViT-Tiny2026.02 | 8.88 |