Only tails matter: Average-Case Universality and Robustness in the Convex Regime

Leonardo Cunha, Gauthier Gidel, Fabian Pedregosa, Damien Scieur, Courtney Paquette. Only tails matter: Average-Case Universality and Robustness in the Convex Regime. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 4474-4491, PMLR, 2022. [doi]

Abstract

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