SGD and Hogwild! Convergence Without the Bounded Gradients Assumption

Lam M. Nguyen, Phuong Ha Nguyen, Marten van Dijk, Peter Richtárik, Katya Scheinberg, Martin Takác. SGD and Hogwild! Convergence Without the Bounded Gradients Assumption. In Jennifer G. Dy, Andreas Krause 0001, editors, Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018. Volume 80 of JMLR Workshop and Conference Proceedings, pages 3747-3755, JMLR.org, 2018. [doi]

Abstract

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