A Unified Theory of SGD: Variance Reduction, Sampling, Quantization and Coordinate Descent

Eduard A. Gorbunov, Filip Hanzely, Peter Richtárik. A Unified Theory of SGD: Variance Reduction, Sampling, Quantization and Coordinate Descent. In Silvia Chiappa, Roberto Calandra, editors, The 23rd International Conference on Artificial Intelligence and Statistics, AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]. Volume 108 of Proceedings of Machine Learning Research, pages 680-690, PMLR, 2020. [doi]

Abstract

Abstract is missing.