Image Classification on CIFAR-100 (Federated Learning Communication Efficiency)
11Communication Rounds (Acc 40%, K=10)FedXLRP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedXLRPHeterogeneity Parameter (α)=0.12026.06 | 11 | 13 | |
| FedFedHeterogeneity Parameter (α)=0.12026.06 | 13 | 12 | |
| FedXGradHeterogeneity Parameter (α)=0.12026.06 | 13 | 26 | |
| FedXIGHeterogeneity Parameter (α)=0.12026.06 | 16 | 21 | |
| FedAuxHeterogeneity Parameter (α)=0.12026.06 | 19 | 36 | |
| FedGenHeterogeneity Parameter (α)=0.12026.06 | 21 | 39 | |
| FedXSGHeterogeneity Parameter (α)=0.12026.06 | 21 | 33 | |
| FedFTGHeterogeneity Parameter (α)=0.12026.06 | 22 | 28 | |
| FedAvgHeterogeneity Parameter (α)=0.12026.06 | 24 | 34 | |
| FedDynHeterogeneity Parameter (α)=0.12026.06 | 24 | 32 | |
| SCAFFOLDHeterogeneity Parameter (α)=0.12026.06 | 25 | 38 | |
| FedSAMHeterogeneity Parameter (α)=0.12026.06 | 27 | 35 | |
| FedProxHeterogeneity Parameter (α)=0.12026.06 | 28 | 32 | |
| FedDISCOHeterogeneity Parameter (α)=0.12026.06 | 28 | 37 | |
| FedDFHeterogeneity Parameter (α)=0.12026.06 | 28 | 45 |