Image Classification on CIFAR-10 Dir(0.01) (10 clients, full participation)
75.49Accuracy (4bit SQ)FedSynSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSynSAMComm. Overhead=1×2026.02 | 75.49 | 75.51 | 68.79 | 72.66 | |
| FedSAMComm. Overhead=1×2026.02 | 75.24 | 75.32 | 67.31 | 71.88 | |
| FedLESAM-SComm. Overhead=2×2026.02 | 75.12 | 75 | 67.62 | 71.75 | |
| FedAvgComm. Overhead=1×2026.02 | 75 | 74.91 | 66.79 | 71.51 | |
| FedLESAMComm. Overhead=1×2026.02 | 74.95 | 75.24 | 67.03 | 71.69 | |
| FedGAMMAComm. Overhead=2×2026.02 | 73 | 73.59 | 62.97 | 70.54 | |
| FedSMOOComm. Overhead=2×2026.02 | 70.09 | 74.59 | 64.84 | 70.95 | |
| FedLESAM-DComm. Overhead=2×2026.02 | 65.48 | 62.74 | 63.13 | 66.24 | |
| DynaFed2026.02 | 47.34 | 47.45 | 46.57 | 46.56 |