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Benchmarks
Personalized Federated Learning on DRAKE alpha=1.0 Dirichlet non-i.i.d. splits
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69.12
A_last
FedMosaic
61.4344
63.4297
65.425
67.4203
May 20, 2025
A_last
AAUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
A_last
AAUC
FedMosaic
Model Setup=4x LLaVA-L...
2025.05
69.12
64.72
FedIT
Model Setup=4x LLaVA-L...
2025.05
66.89
62.57
SFT
Model Setup=4x LLaVA-L...
2025.05
66.77
62.38
TAKFL
Model Setup=4x LLaVA-L...
2025.05
65.18
63.57
FedMKT
Model Setup=4x LLaVA-L...
2025.05
64.87
60.67
FedDPA
Model Setup=4x LLaVA-L...
2025.05
64.34
60.34
FedSIM
Model Setup=4x LLaVA-L...
2025.05
63.73
59.82
FedDAT
Model Setup=4x LLaVA-L...
2025.05
62.99
59.19
DITTO
Model Setup=4x LLaVA-L...
2025.05
62
58.37
PerADA
Model Setup=4x LLaVA-L...
2025.05
61.73
58.2
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