Image Classification on Tiny-ImageNet Dirichlet alpha=0.05 (test)
54AccuracyFedPAC_Muon
Evaluation results
| Method | Links | |
|---|---|---|
| FedPAC_MuonBackbone=ResNet-182026.02 | 54 | |
| FedPAC_MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 54 | |
| FedPAC_SOAPBackbone=ResNet-182026.02 | 51.81 | |
| FedPAC_SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 51.81 | |
| Local SOAPBackbone=ResNet-182026.02 | 50.02 | |
| Local SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 50.02 | |
| SCAFFOLDBackbone=ResNet-182026.02 | 43.92 | |
| SCAFFOLDBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 43.92 | |
| FedAvgBackbone=ResNet-182026.02 | 43.8 | |
| FedAvgBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 43.8 | |
| Local AdamWBackbone=ResNet-182026.02 | 40 | |
| Local AdamWBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 40 | |
| Fed-SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 36.65 | |
| FedPMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 36.62 | |
| FedPAC_SophiaBackbone=ResNet-182026.02 | 36.37 | |
| FedPAC_SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 36.37 | |
| Local SophiaBackbone=ResNet-182026.02 | 36.15 | |
| Local SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 36.15 | |
| FedCMBackbone=ResNet-182026.02 | 36 | |
| FedCMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 36 | |
| Local MuonBackbone=ResNet-182026.02 | 34.76 | |
| Local MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 34.76 | |
| FedPAC_SOAPBackbone=ViT-Tiny2026.02 | 31.33 | |
| Local SOAPBackbone=ViT-Tiny2026.02 | 30.36 | |
| FedPAC_MuonBackbone=ViT-Tiny2026.02 | 30.25 | |
| Local MuonBackbone=ViT-Tiny2026.02 | 28.25 | |
| FedPAC_SophiaBackbone=ViT-Tiny2026.02 | 22.37 | |
| Local AdamWBackbone=ViT-Tiny2026.02 | 21.35 | |
| Local SophiaBackbone=ViT-Tiny2026.02 | 21.14 | |
| SCAFFOLDBackbone=ViT-Tiny2026.02 | 14.21 | |
| FedAvgBackbone=ViT-Tiny2026.02 | 14.05 | |
| FedCMBackbone=ViT-Tiny2026.02 | 8.15 |