Image Classification on CIFAR-10 Dir(0.01), 50 clients, 20% participation
72.74Accuracy (SQ 4bit)FedSynSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSynSAMComm. Overhead=1×2026.02 | 72.74 | 72.96 | 70.53 | 72.57 | |
| FedLESAMComm. Overhead=1×2026.02 | 71.72 | 71.67 | 67.07 | 69.71 | |
| FedSAMComm. Overhead=1×2026.02 | 71.61 | 71.77 | 67.21 | 69.57 | |
| FedAvgComm. Overhead=1×2026.02 | 71.32 | 71.47 | 67.11 | 69.67 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 71 | 71.95 | 67.19 | 69.78 | |
| FedGAMMAComm. Overhead=2×2026.02 | 67.27 | 68 | 63.06 | 66.42 | |
| FedSMOOComm. Overhead=2×2026.02 | 62.87 | 64.02 | 60.65 | 63.45 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 62.66 | 64.31 | 62.04 | 63.91 | |
| DynaFed2026.02 | 52.78 | 52.91 | 51.39 | 51.53 |