Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares

Blake E. Woodworth, Francis R. Bach, Alessandro Rudi. Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares. In Po-Ling Loh, Maxim Raginsky, editors, Conference on Learning Theory, 2-5 July 2022, London, UK. Volume 178 of Proceedings of Machine Learning Research, pages 4620-4642, PMLR, 2022. [doi]

Abstract

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