Accuracy on CelebA (Image Classification)
91.55AccuracyFedXDS
Evaluation Results
| Method | Links | |
|---|---|---|
| FedXDSvariant=LRP2026.06 | 91.55 | |
| FedFed2026.06 | 90.76 | |
| FedFTG2026.06 | 90.31 | |
| FedSAM2026.06 | 90.03 | |
| FedDISCO2026.06 | 89.78 | |
| FedGen2026.06 | 89.65 | |
| FedAux2026.06 | 89.27 | |
| FedDF2026.06 | 88.56 | |
| FedDyn2026.06 | 88.13 | |
| FedProx2026.06 | 87.79 | |
| FedAvg2026.06 | 87.23 | |
| SCAFFOLD2026.06 | 86.36 | |
| Ours (MTS)Selection Type=Soft2026.05 | 85.01 | |
| Aux-Clf (Val)Selection Type=Soft2026.05 | 84.47 | |
| Aux-Clf (Val)Selection Type=Hard2026.05 | 84.3 | |
| GraNdSelection Type=Hard2026.05 | 81.01 | |
| GraNdSelection Type=Soft2026.05 | 80.24 | |
| NormSimSelection Type=Soft2026.05 | 79.05 | |
| NormSimSelection Type=Hard2026.05 | 78.63 | |
| ForgettingSelection Type=Soft2026.05 | 78.63 | |
| No Selection2026.05 | 78.52 | |
| ForgettingSelection Type=Hard2026.05 | 78.45 | |
| CLIP SimilaritySelection Type=Soft2026.05 | 78.42 | |
| CLIP SimilaritySelection Type=Hard2026.05 | 78 | |
| Aux-ClfSelection Type=Hard2026.05 | 77.37 | |
| Aux-ClfSelection Type=Soft2026.05 | 76.98 | |
| MetaWeightNetSelection Type=Soft2026.05 | 76.04 | |
| Importance WeightSelection Type=Soft2026.05 | 75.97 |