Image Classification on Tiny-ImageNet Dirichlet alpha=0.5
60.4AccuracyLocal Muon
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 60.4 | — | |
| FedPAC_MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 58.31 | — | |
| Local SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 56.82 | — | |
| FedPAC_SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 56.22 | — | |
| SCAFFOLDBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 53.36 | — | |
| FedAvgBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 52.55 | — | |
| FedPAC_SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 50.92 | — | |
| Local AdamWBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 49.97 | — | |
| FedPMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 48.21 | — | |
| Local SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 47.99 | — | |
| Fed-SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 47.62 | — | |
| FedCMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 44.06 | — | |
| pFedGM2026.03 | 42.35 | — | |
| pFedFDA2026.03 | 37.15 | — | |
| FedAvgFT2026.03 | 36.57 | — | |
| FedPAC2026.03 | 36.21 | — | |
| pFedGM2026.03 | 35.45 | 3.7 | |
| FedAvg2026.03 | 29.56 | — | |
| FedPAC2026.03 | 27.69 | 3.6 | |
| pFedFDA2026.03 | 24.17 | 3.8 | |
| Ditto2026.03 | 23.29 | 3.4 | |
| FedAvgFT2026.03 | 21.41 | 3.1 | |
| FedBABU2026.03 | 20.77 | 3 | |
| FedAvg2026.03 | 19.54 | 3 | |
| pFedMe2026.03 | 16.6 | 2.8 | |
| Local2026.03 | 16.42 | — | |
| FedPer2026.03 | 13.46 | 2.4 | |
| LG-FedAvg2026.03 | 13.36 | 2.4 | |
| FedRep2026.03 | 11.69 | 2.4 | |
| Local2026.03 | 7.07 | 2.7 |