Image Classification on MNIST (test) (Epsilon-based Accuracy)
97.79Accuracy (\epsilon=1)TP-TopK
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TP-TopKCategory=Ours2026.06 | 97.79 | 98.33 | 98.93 | |
| H-CNN + RSCategory=Random2026.06 | 97.64 | 98.13 | 98.91 | |
| DP-SGDCategory=Baseline2026.06 | 96.44 | 97.99 | 98.6 | |
| AUTO-SCategory=Adaptive clipping2026.06 | 96.38 | 98.15 | 98.56 | |
| SA-DP-SGDCategory=Adaptive clipping2026.06 | 93.01 | 96.78 | 98.89 |