On the Convergence of Certified Robust Training with Interval Bound Propagation

Yihan Wang, Zhouxing Shi, Quanquan Gu, Cho-Jui Hsieh

Abstract: Interval Bound Propagation (IBP) is so far the base of state-of-the-art methods for training neural networks with certifiable robustness guarantees when potential adversarial perturbations present,...