Image Classification on CIFAR-100 alpha=0.1 (test)
45Steps to 30% AccuracyProxyFL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ProxyFL2026.02 | 45 | 2.64 | 89 | 2.72 | 177 | 3.18 | — | |
| SAGE2026.02 | 60 | 1.98 | 124 | 1.95 | 267 | 2.1 | — | |
| FedLabel2026.02 | 94 | 1.27 | 175 | 1.38 | 429 | 1.31 | — | |
| FedDB2026.02 | 103 | 1.16 | 206 | 1.17 | — | — | — | |
| GPL2026.02 | 114 | 1.04 | 226 | 1.07 | 524 | 1.07 | — | |
| FedDure2026.02 | 114 | 1.04 | 234 | 1.03 | 542 | 1.04 | — | |
| LPL2026.02 | 119 | 1 | 242 | 1 | 562 | 1 | — | |
| Naive INT8Mem (MB)=26.672026.05 | — | — | — | — | — | — | 1 | |
| Q-LocalAdamMem (MB)=26.672026.05 | — | — | — | — | — | — | 61.47 | |
| Vanilla-ClientAdam (FP32)Mem (MB)=89.822026.05 | — | — | — | — | — | — | 55.73 |