Image Classification on Fashion-MNIST Dir(0.01), 50 clients, 20% participation
82.95Acc (SQ 4bit)FedSMOO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSMOOComm. Overhead=2×2026.02 | 82.95 | 83 | 81.86 | 83.66 | |
| FedSynSAMComm. Overhead=1×2026.02 | 80.9 | 80.89 | 78.33 | 80.52 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 80.44 | 79.78 | 80.83 | 80.32 | |
| FedLESAMComm. Overhead=1×2026.02 | 80.33 | 80.37 | 77.64 | 79.79 | |
| FedSAMComm. Overhead=1×2026.02 | 80.3 | 80.31 | 77.6 | 79.83 | |
| FedAvgComm. Overhead=1×2026.02 | 80.25 | 80.24 | 77.54 | 79.75 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 80.17 | 81.09 | 79.79 | 80.08 | |
| FedGAMMAComm. Overhead=2×2026.02 | 79.96 | 80.34 | 76.19 | 78.81 | |
| DynaFed2026.02 | 73.38 | 72.18 | 67.84 | 70.94 |