Client Contribution Estimation Correlation on CIFAR-10 Dirichlet α = 0.01
0.97Average Pearson CorrelationSpectralFed
Evaluation results
| Method | Links | |
|---|---|---|
| SpectralFedNumber of seeds=52026.04 | 0.97 | |
| SpectralFuseNumber of seeds=52026.04 | 0.97 | |
| SpectralFuseNumber of seeds=32026.04 | 0.95 | |
| ShapFedNumber of seeds=52026.04 | 0.94 | |
| SpectralFedNumber of seeds=32026.04 | 0.94 | |
| CGSVNumber of seeds=52026.04 | 0.88 | |
| ShapFedNumber of seeds=32026.04 | 0.79 | |
| CGSVNumber of seeds=32026.04 | 0.51 | |
| FedAvgNumber of seeds=52026.04 | 0 | |
| FedAvgNumber of seeds=32026.04 | -0.02 |