Personalized Federated Learning on DRAKE (Self)
70.1AlastFedMosaic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedMosaicHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 70.1 | 64.64 | |
| FedITHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 68.71 | 63.89 | |
| SFTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 68.5 | 63.84 | |
| FedMosaic2025.05 | 68.3 | 60.23 | |
| FedMosaicrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 67.71 | 59.28 | |
| TAKFLHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 67.28 | 62.42 | |
| FedIT2025.05 | 66.77 | 58.71 | |
| FedSimHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 66.75 | 61.7 | |
| SFT2025.05 | 66.23 | 58.35 | |
| FedDPAHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 66.09 | 61.36 | |
| FedMKTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 65.81 | 60.37 | |
| TAKFL2025.05 | 65.47 | 58.07 | |
| SFTrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 65.35 | 57.89 | |
| FedITrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 65.15 | 57.82 | |
| FedSim2025.05 | 64.71 | 57.62 | |
| DITTOHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 63.67 | 59.17 | |
| PerAdaHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 63.67 | 59.03 | |
| FedDPArank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 63.66 | 56.12 | |
| FedSimrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 63.46 | 56.57 | |
| TAKFLrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 63.34 | 56.59 | |
| FedDPA2025.05 | 62.4 | 56.26 | |
| FedMKT2025.05 | 61.76 | 55.79 | |
| FedMKTrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 61.35 | 55.07 | |
| FedDATHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 61.28 | 57.92 | |
| DITTOrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 60.68 | 54.69 | |
| PerAdarank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 60.29 | 54.46 | |
| DITTO2025.05 | 60.11 | 54.6 | |
| PerAda2025.05 | 59.82 | 54.49 | |
| FedDAT2025.05 | 59.06 | 54.79 | |
| FedDATrank_heterogeneity=dynamic, Backbone=LLaVA-Llama3.2-1B/3B2025.05 | 58.9 | 55.3 |