10-class classification on FedCIFAR-10 Local Dir(0.5) (test)
98.5M1 AUCCentralized
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CentralizedModel Setting=Homogeneous2025.03 | 98.5 | 99.07 | 98.58 | 98.96 | 98.78 | |
| CentralizedModel Setting=Heterogeneous2025.03 | 98.48 | 99.03 | 98.5 | 98.89 | 98.73 | |
| FedSKDModel Setting=Homogeneous2025.03 | 97.99 | 98.95 | 98.62 | 98.74 | 98.58 | |
| FedSKDModel Setting=Heterogeneous2025.03 | 97.89 | 99.04 | 98.5 | 98.62 | 98.51 | |
| FedCross†Model Setting=Heterogeneous2025.03 | 97.66 | 98.33 | 98.02 | 98.29 | 98.07 | |
| FedCrossModel Setting=Homogeneous2025.03 | 97.54 | 98.59 | 98.1 | 98.36 | 98.15 | |
| FedBNModel Setting=Homogeneous2025.03 | 97.36 | 98.33 | 97.8 | 98.38 | 97.97 | |
| FedAvgModel Setting=Homogeneous2025.03 | 97.04 | 98.64 | 97.44 | 98.49 | 97.9 | |
| FedProxModel Setting=Homogeneous2025.03 | 96.75 | 98.62 | 97.49 | 98.42 | 97.82 | |
| LocalModel Setting=Heterogeneous2025.03 | 91.67 | 95.15 | 95.11 | 94.67 | 94.15 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 91.6 | 95.7 | 95.81 | 95.1 | 94.55 | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 91.16 | 95.06 | 95.75 | 95.13 | 94.28 | |
| LocalModel Setting=Homogeneous2025.03 | 91.01 | 94.96 | 95.51 | 94.78 | 94.07 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 90.8 | 94.55 | 94.92 | 94.41 | 93.67 | |
| FedMRLModel Setting=Homogeneous2025.03 | 90.74 | 94.25 | 93.9 | 93.45 | 93.08 | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 90.73 | 94.87 | 94.89 | 94.14 | 93.66 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 89.5 | 92.45 | 92.01 | 91.42 | 91.35 |