Image Classification on Fashion-MNIST Path(1), 10 clients
84.04Accuracy (4bit Quantization)FedSynSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSynSAMComm. Overhead=1×2026.02 | 84.04 | 83.93 | 79.64 | 82.91 | |
| FedSAMComm. Overhead=1×2026.02 | 82.93 | 82.88 | 75.85 | 80.4 | |
| FedLESAMComm. Overhead=1×2026.02 | 82.47 | 82.37 | 74.81 | 79.01 | |
| FedAvgComm. Overhead=1×2026.02 | 81.31 | 81.19 | 72.84 | 77.9 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 79.71 | 77.61 | 75.44 | 77.43 | |
| FedSMOOComm. Overhead=2×2026.02 | 78.99 | 78.57 | 82.01 | 80.48 | |
| FedGAMMAComm. Overhead=2×2026.02 | 78.42 | 80.78 | 82.06 | 81.98 | |
| DynaFed2026.02 | 74.42 | 74.38 | 71.35 | 73.15 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 68.22 | 63.4 | 65.27 | 66.05 |