Robustness Certification on MNIST Binary
97.2Certified RateVertex-CROWN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Vertex-CROWNNumber of tokens=49, epsilon=0.022026.05 | 97.2 | 6.482 | |
| Vertex-CROWNNumber of tokens=49, epsilon=0.032026.05 | 92.5 | 4.934 | |
| Vertex-CROWNNumber of tokens=16, epsilon=0.022026.05 | 91.6 | 4.552 | |
| CROWNNumber of tokens=49, epsilon=0.022026.05 | 84 | 3.788 | |
| Vertex-CROWNNumber of tokens=16, epsilon=0.032026.05 | 77.8 | 2.426 | |
| CROWNNumber of tokens=16, epsilon=0.022026.05 | 73.8 | 1.915 | |
| CROWNNumber of tokens=49, epsilon=0.032026.05 | 46.5 | -3.354 | |
| Vertex-CROWNNumber of tokens=16, epsilon=0.052026.05 | 26 | -2.142 | |
| CROWNNumber of tokens=16, epsilon=0.032026.05 | 20.3 | -8.263 | |
| CROWNNumber of tokens=16, epsilon=0.052026.05 | 0.2 | -74.505 |