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Image Classification on CIFAR10 NID1 (α=0.5)

89.56AccuracyFedHPro
85.379286.464687.5588.6354May 13, 2026

Evaluation results

MethodLinks
FedHPro2026.0589.56
FedGMKDCommunication Protocol=Standard2026.0588.09
FedSACommunication Protocol=Exchanging both prototypes and model parameters2026.0587.93
FedRCLCommunication Protocol=Standard2026.0587.76
FedTGPCommunication Protocol=Exchanging both prototypes and model parameters2026.0587.31
MOONCommunication Protocol=Standard2026.0586.95
FedProtoCommunication Protocol=Exchanging both prototypes and model parameters2026.0586.25
FedAvgCommunication Protocol=Standard2026.0585.6
FedProxCommunication Protocol=Standard2026.0585.54