10-class classification on FedCIFAR-10 Global Dir(0.5) (test)
98.69Mean AUCCentralized
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CentralizedModel Setting=Homogeneous2025.03 | 98.69 | — | — | — | — | |
| CentralizedModel Setting=Heterogeneous2025.03 | 98.66 | 98.73 | 98.7 | 98.64 | 98.59 | |
| FedSKDModel Setting=Homogeneous2025.03 | 98.19 | 98.1 | 98.19 | 98.29 | 98.19 | |
| FedSKDModel Setting=Heterogeneous2025.03 | 98.14 | 98.06 | 98.16 | 98.21 | 98.12 | |
| FedBNModel Setting=Homogeneous2025.03 | 97.92 | 97.87 | 97.93 | 97.98 | 97.89 | |
| FedCrossModel Setting=Homogeneous2025.03 | 97.79 | — | — | — | — | |
| FedAvgModel Setting=Homogeneous2025.03 | 97.77 | — | — | — | — | |
| FedProxModel Setting=Homogeneous2025.03 | 97.72 | — | — | — | — | |
| FedCross†Model Setting=Heterogeneous2025.03 | 97.71 | 97.86 | 97.64 | 97.67 | 97.65 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 92.02 | 89.09 | 91.61 | 95.2 | 92.19 | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 91.94 | 89.2 | 91.58 | 95.01 | 91.98 | |
| LocalModel Setting=Homogeneous2025.03 | 91.74 | 88.98 | 91.28 | 94.82 | 91.87 | |
| LocalModel Setting=Heterogeneous2025.03 | 91.71 | 89.29 | 91.64 | 94.6 | 91.3 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 91.61 | 88.97 | 91.37 | 94.28 | 91.8 | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 91.52 | 88.91 | 91.49 | 94.14 | 91.54 | |
| FedMRLModel Setting=Homogeneous2025.03 | 90.46 | 87.76 | 90.27 | 93.29 | 90.53 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 88.51 | 85.99 | 88.38 | 91.34 | 88.34 |