Classification on OrganAMNIST (Avg Δ)
0.001Average DeltaFedType
Evaluation results
| Method | Links | |
|---|---|---|
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.001 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0014 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.0016 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.0021 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.0024 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.003 | |
| FedeKDAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0078 | |
| FedTypeAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.0116 | |
| FedTypeAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.0122 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.52026.05 | 0.2287 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.52026.05 | 0.2408 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.32026.05 | 0.3061 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.32026.05 | 0.3193 | |
| FedProxAggregation Method=FedProx, α (heterogeneity level)=0.12026.05 | 0.5313 | |
| FedAvgAggregation Method=FedAvg, α (heterogeneity level)=0.12026.05 | 0.5482 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.52026.05 | 0.808 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.32026.05 | 0.8252 | |
| FedDynAggregation Method=FedDyn, α (heterogeneity level)=0.12026.05 | 0.8317 |