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Personalized Federated Learning on FEMNIST (test)

76.24Top 10% Most Samples AccuracySelf-FL
70.249671.804873.3674.9152Apr 17, 2022

Evaluation results

MethodLinks
Self-FLlocal training steps=adaptive, maximum local steps (l_max)=40, batch size=10, learning rate=0.012022.0476.2437.01
PerFedAvglocal training steps=20, batch size=10, learning rate=0.012022.0474.9524.51
pFedMelocal training steps=20, batch size=10, learning rate=0.012022.0472.7617.97
DITTOlocal training steps=20, batch size=10, learning rate=0.012022.0470.580
FedAvglocal training steps=20, batch size=10, learning rate=0.012022.0470.480