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Image Classification on HAM10000 NID1, α=0.5

52.79AccuracyFedHPro
48.380449.525250.6751.8148May 13, 2026

Evaluation results

MethodLinks
FedHPro2026.0552.79
FedSACommunication Protocol=Exchanging both prototypes and model parameters2026.0551.28
FedRCLCommunication Protocol=Standard2026.0551.1
FedTGPCommunication Protocol=Exchanging both prototypes and model parameters2026.0550.77
FedGMKDCommunication Protocol=Standard2026.0550.49
MOONCommunication Protocol=Standard2026.0550.24
FedProtoCommunication Protocol=Exchanging both prototypes and model parameters2026.0549.7
FedAvgCommunication Protocol=Standard2026.0548.68
FedProxCommunication Protocol=Standard2026.0548.55