Personalized Federated Learning on DRAKE static (Others)
52.67AlastFedMosaic
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedMosaic2025.05 | 52.67 | 50.91 | |
| FedMosaicHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 51.57 | 50.42 | |
| FedDAT2025.05 | 49.76 | 47.99 | |
| FedDATHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 49.37 | 48.78 | |
| DITTO2025.05 | 48.49 | 48.09 | |
| FedMKT2025.05 | 48.27 | 47.7 | |
| DITTOHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 48.22 | 47.65 | |
| FedDPA2025.05 | 48.18 | 48.22 | |
| PerAdaHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 48.13 | 47.6 | |
| SFT2025.05 | 47.98 | 47.44 | |
| FedDPAHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 47.93 | 47.69 | |
| SFTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 47.91 | 47.56 | |
| FedITHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 47.91 | 47.6 | |
| TAKFLHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 47.55 | 47.51 | |
| FedIT2025.05 | 47.34 | 47.33 | |
| TAKFL2025.05 | 47.28 | 46.9 | |
| FedMKTHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 47.19 | 46.44 | |
| FedSim2025.05 | 47.08 | 47.1 | |
| FedSimHeterogeneity=4 clients LLaVA-Llama3.2-1B, 6 clients LLaVA-Llama3.2-3B2025.05 | 46.93 | 46.76 | |
| PerAda2025.05 | 45.01 | 47.06 |