Image Classification on CIFAR-100 Dir-0.5
73.02AccuracyLocal 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 | 73.02 | — | |
| FedPAC_MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 72.5 | — | |
| Local SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 71.19 | — | |
| FedPAC_SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 71.05 | — | |
| FedCMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 69.85 | — | |
| SCAFFOLDBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 65.51 | — | |
| FedAvgBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 65.07 | — | |
| FedPAC_SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 64.71 | — | |
| Local AdamWBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 63.58 | — | |
| FedPMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 61.23 | — | |
| Local SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 60.96 | — | |
| Fed-SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 60.62 | — | |
| pFedGM2026.03 | 42.25 | 5.8 | |
| pFedFDA2026.03 | 39.28 | 4.9 | |
| FedPAC2026.03 | 36.76 | 5.5 | |
| FedAvgFT2026.03 | 30.13 | 4.5 | |
| Ditto2026.03 | 30.12 | 4.9 | |
| FedOBPDataset Partition=Dir(0.5)2026.04 | 27.05 | — | |
| FedBABU2026.03 | 26.13 | 5.2 | |
| FedALADataset Partition=Dir(0.5)2026.04 | 25.69 | — | |
| FedAvgDataset Partition=Dir(0.5)2026.04 | 25.4 | — | |
| APFLDataset Partition=Dir(0.5)2026.04 | 25.1 | — | |
| pFedMe2026.03 | 24.73 | 4.7 | |
| FedAvg2026.03 | 24.59 | 4.3 | |
| FedPerDataset Partition=Dir(0.5)2026.04 | 20.68 | — | |
| FLOCODataset Partition=Dir(0.5)2026.04 | 18.25 | — | |
| FedRep2026.03 | 17.55 | 4.2 | |
| LG-FedAvg2026.03 | 16.93 | 4.4 | |
| LG-FedAvgDataset Partition=Dir(0.5)2026.04 | 16.89 | — | |
| FedRepDataset Partition=Dir(0.5)2026.04 | 16.83 | — | |
| FedPer2026.03 | 16.79 | 4.7 | |
| FedDPADataset Partition=Dir(0.5)2026.04 | 16.74 | — | |
| pFedFDADataset Partition=Dir(0.5)2026.04 | 16.71 | — | |
| Local-OnlyDataset Partition=Dir(0.5)2026.04 | 15.76 | — | |
| Local2026.03 | 15.13 | 4.8 | |
| FedSelectDataset Partition=Dir(0.5)2026.04 | 15.12 | — | |
| FLUTEDataset Partition=Dir(0.5)2026.04 | 12.63 | — |