Personalized Federated Learning on DRAKE dynamic (Others)
52.56AlastFedMosaic
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedMosaicBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 52.56 | 50.76 | |
| FedMosaicModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 52.31 | 50.6 | |
| FedMosaic2025.05 | 52.18 | 50.11 | |
| FedMosaicBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 51.69 | 49.85 | |
| FedDATBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 50.08 | 49.23 | |
| FedDATModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 50.05 | 49.1 | |
| FedDAT2025.05 | 49.79 | 48.25 | |
| FedDATBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 49.13 | 48.16 | |
| DITTOModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 49.04 | 48.33 | |
| PerAdaBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 48.52 | 47.76 | |
| SFTBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 48.48 | 47.75 | |
| FedDPAModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 48.4 | 47.32 | |
| FedITBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 48.37 | 47.41 | |
| DITTOBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 48.35 | 47.63 | |
| SFTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 48.34 | 47.53 | |
| FedDPABackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 48.3 | 47.41 | |
| FedITModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 48.22 | 47.25 | |
| DITTO2025.05 | 48.19 | 47.41 | |
| TAKFLModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 48.18 | 47.51 | |
| FedMKTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 48.09 | 47.51 | |
| FedDPA2025.05 | 48.04 | 47.21 | |
| SFT2025.05 | 47.94 | 47.1 | |
| PerAdaModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 47.89 | 47.45 | |
| DITTOBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.88 | 47.09 | |
| FedMKT2025.05 | 47.88 | 47.25 | |
| TAKFL2025.05 | 47.85 | 47.16 | |
| TAKFLBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.7 | 46.7 | |
| FedDPABackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.67 | 46.64 | |
| FedMKTBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 47.6 | 47.29 | |
| PerAdaBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.54 | 46.87 | |
| FedIT2025.05 | 47.54 | 46.97 | |
| TAKFLBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 47.51 | 47.34 | |
| SFTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.48 | 46.73 | |
| FedSim2025.05 | 47.47 | 46.61 | |
| FedSimBackbone Configuration=Llama 3B / Qwen 1.5B2025.05 | 47.32 | 46.74 | |
| FedITBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.25 | 46.62 | |
| FedMKTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 47.13 | 46.71 | |
| PerAda2025.05 | 46.9 | 46.69 | |
| FedSimModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Others2025.05 | 46.77 | 46.42 | |
| FedSimBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.05 | 46.73 | 46.07 |