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Du Jiang

2 accepted papers

2022

Rethinking Lipschitz Neural Networks and Certified Robustness: A Boolean Function Perspective

NeurIPS 2022accept

Designing neural networks with bounded Lipschitz constant is a promising way to obtain certifiably robust classifiers against adversarial examples. However, the relevant progress for the important $\ell_\infty$ perturbation setting is rather limited, and a principled understanding of how to design e…