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ResearchFormerly WizWand

Personalized Federated Learning on DRAKE static (Others)

52.67AlastFedMosaic
44.703646.771848.8450.9082May 20, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FedMosaic2025.0552.6750.91
FedMosaicHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0551.5750.42
FedDAT2025.0549.7647.99
FedDATHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0549.3748.78
DITTO2025.0548.4948.09
FedMKT2025.0548.2747.7
DITTOHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0548.2247.65
FedDPA2025.0548.1848.22
PerAdaHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0548.1347.6
SFT2025.0547.9847.44
FedDPAHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0547.9347.69
SFTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0547.9147.56
FedITHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0547.9147.6
TAKFLHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0547.5547.51
FedIT2025.0547.3447.33
TAKFL2025.0547.2846.9
FedMKTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0547.1946.44
FedSim2025.0547.0847.1
FedSimHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.0546.9346.76
PerAda2025.0545.0147.06