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ResearchFormerly WizWand

Image Classification on CIFAR-10 (Communication Efficiency Benchmarking)

14Communication Rounds (Acc=70%, K=10)FedXLRP
11.230.14967.9Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FedXLRPHeterogeneity Parameter (α)=0.12026.061423
FedFedHeterogeneity Parameter (α)=0.12026.061522
FedFTGHeterogeneity Parameter (α)=0.12026.062857
FedDynHeterogeneity Parameter (α)=0.12026.062951
FedProxHeterogeneity Parameter (α)=0.12026.063255
SCAFFOLDHeterogeneity Parameter (α)=0.12026.063352
FedSAMHeterogeneity Parameter (α)=0.12026.063458
FedXIGHeterogeneity Parameter (α)=0.12026.063539
FedDISCOHeterogeneity Parameter (α)=0.12026.063661
FedAuxHeterogeneity Parameter (α)=0.12026.063845
FedXGradHeterogeneity Parameter (α)=0.12026.064146
FedXSGHeterogeneity Parameter (α)=0.12026.064151
FedAvgHeterogeneity Parameter (α)=0.12026.064979
FedGenHeterogeneity Parameter (α)=0.12026.065166
FedDFHeterogeneity Parameter (α)=0.12026.068490