Image Classification on CIFAR-10 Dirichlet(0.3) (test)
84.82Test AccuracyFedSpeed+MAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedSpeed+MANregularizer=MAN2025.12 | 84.82 | — | — | |
| FedDyn+MANregularizer=MAN2025.12 | 84.63 | — | — | |
| FedSpeed2025.12 | 84.24 | — | — | |
| FedDC2025.12 | 83.64 | — | — | |
| DFedPGPSetting=computation resources heterogeneous2024.05 | 83.63 | — | — | |
| FedDC+MANregularizer=MAN2025.12 | 83.59 | — | — | |
| FedAvg+MANregularizer=MAN2025.12 | 83.35 | — | — | |
| FedRepSetting=computation resources heterogeneous2024.05 | 83.08 | — | — | |
| OSGPSetting=computation resources heterogeneous2024.05 | 82.81 | — | — | |
| DFedAvgMSetting=computation resources heterogeneous2024.05 | 82.7 | — | — | |
| FedSAM+MANregularizer=MAN2025.12 | 82.54 | — | — | |
| FedDyn2025.12 | 82.53 | — | — | |
| Dis-PFLSetting=computation resources heterogeneous2024.05 | 82.41 | — | — | |
| FedASAM+MANregularizer=MAN2025.12 | 81.85 | — | — | |
| FedSAM2025.12 | 81.4 | — | — | |
| FedPerSetting=computation resources heterogeneous2024.05 | 81.06 | — | — | |
| FedASAM2025.12 | 80.83 | — | — | |
| FedAvg2025.12 | 80.19 | — | — | |
| FedAvgSetting=computation resources heterogeneous2024.05 | 75.76 | — | — | |
| DittoSetting=computation resources heterogeneous2024.05 | 75.63 | — | — | |
| FedBABUSetting=computation resources heterogeneous2024.05 | 72.66 | — | — | |
| DR-DSGDModel=Two-layer CNN2024.10 | — | 32.77 | 64.03 | |
| DRFAModel=Two-layer CNN2024.10 | — | 32.15 | 63.81 | |
| FedAdamModel=Two-layer CNN2024.10 | — | 48.6 | 71.47 | |
| FedAvgModel=Two-layer CNN2024.10 | — | 31.4 | 62.36 | |
| FedProxModel=Two-layer CNN2024.10 | — | 31.02 | 61.89 | |
| FGDRO-CVaRModel=Two-layer CNN2024.10 | — | 41 | 66.06 | |
| FGDRO-KLModel=Two-layer CNN2024.10 | — | 35.6 | 63.69 | |
| FGDRO-KL-AdamModel=Two-layer CNN2024.10 | — | 52.8 | 70.57 | |
| SCAFFOLDModel=Two-layer CNN2024.10 | — | 32.45 | 63.37 |