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Benchmarks
Image Classification on MNIST symmetric noise 0.6 Dirichlet non-IID (a=100) (test)
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30
ECE
SuPerFed-MM
29.2
34.6
40
45.4
Sep 16, 2021
ECE
MCE
Top-1 Acc
Updated 1mo ago
Evaluation Results
Method
Method
Links
ECE
MCE
Top-1 Acc
SuPerFed-MM
Dirichlet alpha=100
2021.09
30
69
56.07
SuPerFed-LM
Dirichlet alpha=100
2021.09
32
72
54.69
APFL
Dirichlet alpha=100
2021.09
40
79
52.15
Ditto
Dirichlet alpha=100
2021.09
41
77
45.11
FedAvg
Dirichlet alpha=100
2021.09
42
75
49.52
FedRep
Dirichlet alpha=100
2021.09
43
82
51.3
FedPer
Dirichlet alpha=100
2021.09
44
73
52.41
pFedMe
Dirichlet alpha=100
2021.09
44
76
45.79
LG-FedAvg
Dirichlet alpha=100
2021.09
45
75
47.79
FedProx
Dirichlet alpha=100
2021.09
50
74
49.98
SCAFFOLD
Dirichlet alpha=100
2021.09
50
74
51.46
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