Image Classification on CIFAR-10 (Communication Efficiency Benchmarking)
14Communication Rounds (Acc=70%, K=10)FedXLRP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedXLRPHeterogeneity Parameter (α)=0.12026.06 | 14 | 23 | |
| FedFedHeterogeneity Parameter (α)=0.12026.06 | 15 | 22 | |
| FedFTGHeterogeneity Parameter (α)=0.12026.06 | 28 | 57 | |
| FedDynHeterogeneity Parameter (α)=0.12026.06 | 29 | 51 | |
| FedProxHeterogeneity Parameter (α)=0.12026.06 | 32 | 55 | |
| SCAFFOLDHeterogeneity Parameter (α)=0.12026.06 | 33 | 52 | |
| FedSAMHeterogeneity Parameter (α)=0.12026.06 | 34 | 58 | |
| FedXIGHeterogeneity Parameter (α)=0.12026.06 | 35 | 39 | |
| FedDISCOHeterogeneity Parameter (α)=0.12026.06 | 36 | 61 | |
| FedAuxHeterogeneity Parameter (α)=0.12026.06 | 38 | 45 | |
| FedXGradHeterogeneity Parameter (α)=0.12026.06 | 41 | 46 | |
| FedXSGHeterogeneity Parameter (α)=0.12026.06 | 41 | 51 | |
| FedAvgHeterogeneity Parameter (α)=0.12026.06 | 49 | 79 | |
| FedGenHeterogeneity Parameter (α)=0.12026.06 | 51 | 66 | |
| FedDFHeterogeneity Parameter (α)=0.12026.06 | 84 | 90 |