Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels

Simone Bombari, Shayan Kiyani, Marco Mondelli. Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 2738-2776, PMLR, 2023. [doi]

Abstract

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