Image Classification on Tiny-ImageNet Dir-0.1
57.95AccuracyFedPAC_Muon
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedPAC_MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 57.95 | — | |
| FedPAC_SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 55.62 | — | |
| Local SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 54.42 | — | |
| pFedGM2026.03 | 54.38 | — | |
| Local MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 52.83 | — | |
| FedPAC2026.03 | 52.34 | — | |
| pFedGM2026.03 | 51.17 | 5.6 | |
| FedAvgFT2026.03 | 50.13 | — | |
| SCAFFOLDBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 47.76 | — | |
| FedAvgBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 47.48 | — | |
| pFedFDA2026.03 | 47.36 | — | |
| FedPAC2026.03 | 46.12 | 5.6 | |
| Local AdamWBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 44.01 | — | |
| FedPAC_SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 43.81 | — | |
| pFedFDA2026.03 | 42.98 | 6.1 | |
| Ditto2026.03 | 42.3 | 5.9 | |
| Fed-SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 41.89 | — | |
| FedPMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 41.53 | — | |
| Local SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 41.23 | — | |
| FedCMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 41.16 | — | |
| FedAvgFT2026.03 | 41.15 | 6.1 | |
| FedBABU2026.03 | 39.4 | 5.6 | |
| Local2026.03 | 36.7 | — | |
| pFedMe2026.03 | 33.78 | 5.4 | |
| LG-FedAvg2026.03 | 30.31 | 6.2 | |
| FedPer2026.03 | 30.2 | 6.1 | |
| FedAvg2026.03 | 27.91 | — | |
| FedRep2026.03 | 26.05 | 6.2 | |
| Local2026.03 | 25.48 | 7 | |
| FedAvg2026.03 | 21.37 | 4.2 |