Classification on OrganAMNIST (Worst Δ)
0.0186Worst DeltaFedAvg (FedeKD)
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.52026.05 | 0.0186 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.32026.05 | 0.0192 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.52026.05 | 0.0256 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.12026.05 | 0.0281 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.52026.05 | 0.0307 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.32026.05 | 0.0394 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.32026.05 | 0.0449 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.12026.05 | 0.0589 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.12026.05 | 0.0604 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.52026.05 | 0.3786 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.52026.05 | 0.3799 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.32026.05 | 0.5128 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.32026.05 | 0.5445 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.12026.05 | 0.7944 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.12026.05 | 0.8155 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.52026.05 | 0.9071 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.32026.05 | 0.9381 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.12026.05 | 0.9818 |