Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers

Liam Hodgkinson, Umut Simsekli, Rajiv Khanna, Michael W. Mahoney. Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers. 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 8774-8795, PMLR, 2022. [doi]

Abstract

Abstract is missing.