Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks

Mahyar Fazlyab, Alexander Robey, Hamed Hassani, Manfred Morari, George J. Pappas. Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 11423-11434, 2019. [doi]

Abstract

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