Yuezhu Xu

ECLipsE: Efficient Compositional Lipschitz Constant Estimation for Deep Neural Networks

The Lipschitz constant plays a crucial role in certifying the robustness of neural networks to input perturbations. Since calculating the exact Lipschitz constant is NP-hard, efforts have been made to obtain tight upper bounds on the Lipschitz constant. Typically, this involves solving a large matri…