Classification on FashionMNIST (Avg Δ)
0.8309Average DeltaFedDyn
Evaluation results
| Method | Links | |
|---|---|---|
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.12026.05 | 0.8309 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.32026.05 | 0.7933 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.52026.05 | 0.7666 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.4604 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.4506 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.2545 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.2468 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.1921 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.1821 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.0145 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.013 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.0129 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0125 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.0096 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0087 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0065 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0035 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.0031 |