Image Classification on CIFAR-10 (test) (Accuracy and Convergence Time)
86.9Test AccuracyGAPSL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GAPSLModel=VGG-16, Setting=IID2026.03 | 86.9 | 21 | |
| SFLModel=VGG-16, Setting=IID2026.03 | 86.2 | 27 | |
| EPSLModel=VGG-16, Setting=IID2026.03 | 85.8 | 28 | |
| Vanilla SLModel=VGG-16, Setting=IID2026.03 | 85.7 | 29 | |
| PSLModel=VGG-16, Setting=IID2026.03 | 84.3 | 36 | |
| GAPSLModel=VGG-16, Setting=Non-IID2026.03 | 63.3 | 32 | |
| SFLModel=VGG-16, Setting=Non-IID2026.03 | 60.7 | 42 | |
| EPSLModel=VGG-16, Setting=Non-IID2026.03 | 59.4 | 43 | |
| Vanilla SLModel=VGG-16, Setting=Non-IID2026.03 | 57.3 | 46 | |
| PSLModel=VGG-16, Setting=Non-IID2026.03 | 47.3 | 56 |