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Image Classification on HAM10000 NID1, α=0.2

50.23AccuracyFedHPro
45.061246.403147.74549.0869May 13, 2026

Evaluation results

MethodLinks
FedHPro2026.0550.23
FedRCLCommunication Protocol=Standard2026.0548.6
FedSACommunication Protocol=Exchanging both prototypes and model parameters2026.0548.45
FedTGPCommunication Protocol=Exchanging both prototypes and model parameters2026.0548.29
FedGMKDCommunication Protocol=Standard2026.0547.97
MOONCommunication Protocol=Standard2026.0547.33
FedProtoCommunication Protocol=Exchanging both prototypes and model parameters2026.0546.35
FedProxCommunication Protocol=Standard2026.0545.42
FedAvgCommunication Protocol=Standard2026.0545.26