Image Classification on CIFAR-10 (Mean Accuracy Alpha)
79.88Mean Accuracy (alpha=0.1)FBL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FBLComputation-unconstrained client ratio (lambda)=50%2026.01 | 79.88 | 83.28 | 85.89 | |
| FBLComputation-unconstrained client ratio (lambda)=25%2026.01 | 79.21 | 83.88 | 84.95 | |
| FBLComputation-unconstrained client ratio (lambda)=0%2026.01 | 76.06 | 81.62 | 84.58 | |
| FedCDA2026.01 | 59.98 | 76.78 | 78.88 | |
| Scaffold2026.01 | 59.81 | 77.7 | 79.57 | |
| FedDyn2026.01 | 56.75 | 78.85 | 82.95 | |
| FedAvg2026.01 | 56.6 | 65.96 | 69.25 | |
| FedNTD2026.01 | 54.75 | 78.66 | 80.48 | |
| FedProx2026.01 | 52.46 | 71.88 | 78.67 | |
| MOON2026.01 | 51.38 | 74.87 | 79.42 | |
| FedGen2026.01 | 42.14 | 50.11 | 59.17 |