Image Classification on CIFAR-10 Path(1), 10 clients, full participation
71.56Accuracy (SQ 4bit)FedSynSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSynSAMComm. Overhead=1×2026.02 | 71.56 | 71.7 | 63.6 | 68.05 | |
| FedSAMComm. Overhead=1×2026.02 | 70.4 | 70.07 | 57.78 | 63.69 | |
| FedLESAMComm. Overhead=1×2026.02 | 69.69 | 69.7 | 57.97 | 63.49 | |
| FedAvgComm. Overhead=1×2026.02 | 68.55 | 68.38 | 57.5 | 62.72 | |
| FedGAMMAComm. Overhead=2×2026.02 | 65.18 | 65.96 | 49.58 | 59.44 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 63.31 | 62.37 | 57.02 | 61.03 | |
| DynaFed2026.02 | 52.77 | 53.8 | 46.51 | 49.88 | |
| FedSMOOComm. Overhead=2×2026.02 | 47.13 | 48.85 | 42.89 | 42.66 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 26.77 | 28.3 | 27.7 | 27.42 |