Classification on FashionMNIST (Worst Δ)
1.65Worst DeltaFedAvg (FedeKD)
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.52026.05 | 1.65 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.12026.05 | 2.13 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.32026.05 | 2.74 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.12026.05 | 3.56 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.12026.05 | 3.56 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.52026.05 | 4.01 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.52026.05 | 4.08 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.32026.05 | 4.22 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.32026.05 | 4.36 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.52026.05 | 30.36 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.52026.05 | 31.7 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.32026.05 | 47.34 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.32026.05 | 48.32 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.12026.05 | 77.04 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.12026.05 | 79.63 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.52026.05 | 88.61 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.32026.05 | 92.99 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.12026.05 | 97.86 |