Image Classification on Fashion-MNIST Dir(0.01), 10 clients, full participation
84.17Accuracy (SQ 4bit)FedSynSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSynSAMComm. Overhead=1×2026.02 | 84.17 | 84.21 | 81.86 | 83.38 | |
| FedSAMComm. Overhead=1×2026.02 | 83.65 | 83.63 | 81.28 | 82.61 | |
| FedLESAMComm. Overhead=1×2026.02 | 83.65 | 83.56 | 81.24 | 82.52 | |
| FedGAMMAComm. Overhead=2×2026.02 | 83.34 | 83.07 | 79.85 | 81.78 | |
| FedAvgComm. Overhead=1×2026.02 | 83.2 | 83.4 | 81 | 82.33 | |
| FedSMOOComm. Overhead=2×2026.02 | 83.03 | 83.32 | 81.84 | 83.41 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 81.87 | 82.63 | 80.96 | 81.74 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 79.63 | 78.15 | 79.46 | 79.22 | |
| DynaFed2026.02 | 74.02 | 74.65 | 73.98 | 74.65 |