Classification on CIFAR-10 (Avg Δ)
0.656Average DeltaFedDyn
Evaluation results
| Method | Links | |
|---|---|---|
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.12026.05 | 0.656 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.32026.05 | 0.5738 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.5553 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.5525 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.52026.05 | 0.5285 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.354 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.348 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.284 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.2788 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.0054 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0049 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.0042 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0033 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.003 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0023 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0017 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.0016 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.0011 |