Image Classification on MNIST (test) (Standard/Verified Error)
1.07Standard ErrorCROWN-IBP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CROWN-IBPWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.03 | 1.07 | 2.17 | |
| Vanilla IBPWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.03 | 1.12 | 2.17 | |
| OursWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.03 | 1.16 | 2.05 | |
| OursWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.03 | 2.33 | 6.9 | |
| Vanilla IBPWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.03 | 2.74 | 7.61 | |
| CROWN-IBPWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.03 | 2.88 | 7.55 |