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ResearchFormerly WizWand

Image Classification on Fashion-MNIST (Gini coefficient)

0.4954Gini CoefficientFedRep
-0.0153440.1172530.249850.382447May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.4954
RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.4045
FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.3966
FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.3928
FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.3084
RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.1311
FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.1263
FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.1146
RDFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.1113
FibFLData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.1068
FibFL+Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.1061
FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.0975
FedRepData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.0925
FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.0898
FibFL++Data Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.0761
FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.12026.050.0445
FedAvgData Distribution Scenario=Label-skew, Label-skew K=12026.050.0426
FibFL+Data Distribution Scenario=Label-skew, Label-skew K=22026.050.0365
FibFLData Distribution Scenario=Label-skew, Label-skew K=22026.050.0346
FibFL+Data Distribution Scenario=Label-skew, Label-skew K=12026.050.0326
FibFLData Distribution Scenario=Label-skew, Label-skew K=32026.050.0325
FibFL+Data Distribution Scenario=Label-skew, Label-skew K=32026.050.0313
FibFL++Data Distribution Scenario=Label-skew, Label-skew K=12026.050.0304
FibFLData Distribution Scenario=Label-skew, Label-skew K=12026.050.0299
RDFLData Distribution Scenario=Label-skew, Label-skew K=22026.050.0295
FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.52026.050.0294
FedAvgData Distribution Scenario=Dirichlet, Dirichlet Alpha=0.82026.050.029
FibFL++Data Distribution Scenario=Label-skew, Label-skew K=22026.050.0268
FedAvgData Distribution Scenario=Label-skew, Label-skew K=22026.050.0259
RDFLData Distribution Scenario=Label-skew, Label-skew K=32026.050.0251
FedRepData Distribution Scenario=Label-skew, Label-skew K=22026.050.0238
RDFLData Distribution Scenario=Label-skew, Label-skew K=12026.050.0237
FibFL++Data Distribution Scenario=Label-skew, Label-skew K=32026.050.0226
FedRepData Distribution Scenario=Label-skew, Label-skew K=12026.050.0208
FedRepData Distribution Scenario=Label-skew, Label-skew K=32026.050.02
FibFLData Distribution Scenario=IID2026.050.0158
FedAvgData Distribution Scenario=Label-skew, Label-skew K=32026.050.0143
FibFL++Data Distribution Scenario=IID2026.050.0085
RDFLData Distribution Scenario=IID2026.050.0075
FibFL+Data Distribution Scenario=IID2026.050.0073
FedAvgData Distribution Scenario=IID2026.050.005
FedRepData Distribution Scenario=IID2026.050.0043