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ResearchFormerly WizWand

Personalized Federated Learning on DRAKE dynamic (Others)

52.56AlastFedMosaic
46.496848.070949.64551.2191May 20, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FedMosaicBackbone Configuration=Llama 3B / Qwen 1.5B2025.0552.5650.76
FedMosaicModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0552.3150.6
FedMosaic2025.0552.1850.11
FedMosaicBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0551.6949.85
FedDATBackbone Configuration=Llama 3B / Qwen 1.5B2025.0550.0849.23
FedDATModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0550.0549.1
FedDAT2025.0549.7948.25
FedDATBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0549.1348.16
DITTOModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0549.0448.33
PerAdaBackbone Configuration=Llama 3B / Qwen 1.5B2025.0548.5247.76
SFTBackbone Configuration=Llama 3B / Qwen 1.5B2025.0548.4847.75
FedDPAModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0548.447.32
FedITBackbone Configuration=Llama 3B / Qwen 1.5B2025.0548.3747.41
DITTOBackbone Configuration=Llama 3B / Qwen 1.5B2025.0548.3547.63
SFTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0548.3447.53
FedDPABackbone Configuration=Llama 3B / Qwen 1.5B2025.0548.347.41
FedITModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0548.2247.25
DITTO2025.0548.1947.41
TAKFLModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0548.1847.51
FedMKTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0548.0947.51
FedDPA2025.0548.0447.21
SFT2025.0547.9447.1
PerAdaModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0547.8947.45
DITTOBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.8847.09
FedMKT2025.0547.8847.25
TAKFL2025.0547.8547.16
TAKFLBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.746.7
FedDPABackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.6746.64
FedMKTBackbone Configuration=Llama 3B / Qwen 1.5B2025.0547.647.29
PerAdaBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.5446.87
FedIT2025.0547.5446.97
TAKFLBackbone Configuration=Llama 3B / Qwen 1.5B2025.0547.5147.34
SFTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.4846.73
FedSim2025.0547.4746.61
FedSimBackbone Configuration=Llama 3B / Qwen 1.5B2025.0547.3246.74
FedITBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.2546.62
FedMKTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0547.1346.71
PerAda2025.0546.946.69
FedSimModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.0546.7746.42
FedSimBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0546.7346.07