Image Classification on FEMNIST (test) (Percentile Accuracy Analysis)
70.6Mean AccuracyCRAFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CRAFTArchitecture=MLP2026.05 | 70.6 | 87.8 | 47.4 | 0.115 | |
| FedAvgMArchitecture=MLP2026.05 | 65.5 | 84.3 | 40.8 | 0.125 | |
| FedAdaGradArchitecture=MLP2026.05 | 64.5 | 82.8 | 40.5 | 0.121 | |
| FedYogiArchitecture=MLP2026.05 | 63.9 | 83 | 38.1 | 0.13 | |
| FedAdamArchitecture=MLP2026.05 | 63.8 | 82.5 | 39 | 0.125 | |
| ConFIGArchitecture=MLP2026.05 | 60 | 80.1 | 33.3 | 0.136 | |
| FedNovaArchitecture=MLP2026.05 | 58.9 | 80.4 | 33.7 | 0.135 | |
| FedAvgArchitecture=MLP2026.05 | 57 | 77.6 | 30.5 | 0.136 | |
| FedProxArchitecture=MLP2026.05 | 56.5 | 77 | 30 | 0.135 | |
| qFedAvgArchitecture=MLP2026.05 | 55.5 | 77.4 | 29.8 | 0.137 | |
| AFLArchitecture=MLP2026.05 | 54.8 | 77.4 | 30.1 | 0.137 | |
| FedFVArchitecture=MLP2026.05 | 48.9 | 74.2 | 24.6 | 0.144 | |
| FedLFArchitecture=MLP2026.05 | 42.6 | 68.8 | 17.7 | 0.154 | |
| FedMGDA+Architecture=MLP2026.05 | 38.6 | 65.8 | 13.3 | 0.166 |