VC Classes are Adversarially Robustly Learnable, but Only Improperly

Omar Montasser, Steve Hanneke, Nathan Srebro. VC Classes are Adversarially Robustly Learnable, but Only Improperly. In Alina Beygelzimer, Daniel Hsu 0001, editors, Conference on Learning Theory, COLT 2019, 25-28 June 2019, Phoenix, AZ, USA. Volume 99 of Proceedings of Machine Learning Research, pages 2512-2530, PMLR, 2019. [doi]

Abstract

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