A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds

Pooria Joulani, András György, Csaba Szepesvári. A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds. In International Conference on Algorithmic Learning Theory, ALT 2017, 15-17 October 2017, Kyoto University, Kyoto, Japan. Volume 76 of Proceedings of Machine Learning Research, pages 681-720, PMLR, 2017. [doi]

Abstract

Abstract is missing.