Fast Stochastic Methods for Nonsmooth Nonconvex Optimization

Fast Stochastic Methods for Nonsmooth Nonconvex Optimization

23 May 2016

Sashank J. Reddi

Barnabás Póczós

Papers citing "Fast Stochastic Methods for Nonsmooth Nonconvex Optimization"

12 / 12 papers shown

Title
Fast and Interpretable Dynamics for Fisher Markets via Block-Coordinate Updates Tianlong Nan Yuan Gao Christian Kroer 25 2 0 01 Mar 2023
Double Quantization for Communication-Efficient Distributed Optimization Yue Yu Jiaxiang Wu Longbo Huang MQ 19 57 0 25 May 2018
Non-convex Optimization for Machine Learning Prateek Jain Purushottam Kar 33 479 0 21 Dec 2017
Accelerated Method for Stochastic Composition Optimization with Nonsmooth Regularization Zhouyuan Huo Bin Gu Ji Liu Heng-Chiao Huang 43 50 0 10 Nov 2017
Linear Convergence of Accelerated Stochastic Gradient Descent for Nonconvex Nonsmooth Optimization Feihu Huang Songcan Chen 6 2 0 26 Apr 2017
Stochastic Alternating Direction Method of Multipliers with Variance Reduction for Nonconvex Optimization Feihu Huang Songcan Chen Zhaosong Lu 30 14 0 10 Oct 2016
A SMART Stochastic Algorithm for Nonconvex Optimization with Applications to Robust Machine Learning Aleksandr Aravkin Damek Davis 25 21 0 04 Oct 2016
Linear Convergence of Gradient and Proximal-Gradient Methods Under the Polyak-Łojasiewicz Condition Hamed Karimi J. Nutini Mark Schmidt 139 1,205 0 16 Aug 2016
Online Nonnegative Matrix Factorization with General Divergences Renbo Zhao Vincent Y. F. Tan Huan Xu 26 29 0 30 Jul 2016
Stochastic Frank-Wolfe Methods for Nonconvex Optimization Sashank J. Reddi S. Sra Barnabás Póczós Alex Smola 32 139 0 27 Jul 2016
Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains Yatao Bian Baharan Mirzasoleiman J. M. Buhmann Andreas Krause 28 146 0 17 Jun 2016
A Proximal Stochastic Gradient Method with Progressive Variance Reduction Lin Xiao Tong Zhang ODL 93 737 0 19 Mar 2014