Image Classification on Cifar10 Dirichlet(10) (test)
51.1Worst AccuracyFGDRO-KL-Adam
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FGDRO-KL-AdamModel=Two-layer CNN2024.10 | 51.1 | 72.86 | — | |
| FedAdamModel=Two-layer CNN2024.10 | 44.6 | 70.42 | — | |
| FGDRO-KLModel=Two-layer CNN2024.10 | 41.1 | 69.51 | — | |
| FGDRO-CVaRModel=Two-layer CNN2024.10 | 40.1 | 68.82 | — | |
| SCAFFOLDModel=Two-layer CNN2024.10 | 38.21 | 68.16 | — | |
| FedProxModel=Two-layer CNN2024.10 | 37.57 | 69.25 | — | |
| DRFAModel=Two-layer CNN2024.10 | 37.52 | 67.39 | — | |
| DR-DSGDModel=Two-layer CNN2024.10 | 37 | 67.92 | — | |
| FedAvgModel=Two-layer CNN2024.10 | 36.2 | 67.42 | — | |
| CRF-FedAvgalpha=0.12026.06 | — | — | 58.7 | |
| CRF-FedProxalpha=0.12026.06 | — | — | 59.5 | |
| FedAvgalpha=0.12026.06 | — | — | 53.8 | |
| FedNovaalpha=0.12026.06 | — | — | 10.2 | |
| FedProxalpha=0.12026.06 | — | — | 56.6 | |
| Geom. Medianalpha=0.12026.06 | — | — | 21.3 | |
| RFAalpha=0.12026.06 | — | — | 54.3 | |
| Trim. Meanalpha=0.12026.06 | — | — | 39.9 |