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Benchmarks
Personalized Federated Learning on MNIST pathological non-IID (100 clients, 480 samples)
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99.38
Top-1 Acc
SuPerFed-MM
81.804
86.367
90.93
95.493
Sep 16, 2021
Top-1 Acc
Updated 4d ago
Evaluation Results
Method
Method
Links
Top-1 Acc
SuPerFed-MM
Mixing Method=Model Mi...
2021.09
99.38
SuPerFed-LM
Mixing Method=Layer Mi...
2021.09
99.31
FedRep
2021.09
99.04
FedPer
2021.09
98.67
Ditto
2021.09
97.13
FedAvg
2021.09
95.5
SCAFFOLD
2021.09
93.25
LG-FedAvg
2021.09
90.58
FedProx
2021.09
89.78
APFL
2021.09
89.1
pFedMe
2021.09
82.48
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