Decentralized Composite Optimization in Stochastic Networks: A Dual
Averaging Approach with Linear Convergence

Decentralized Composite Optimization in Stochastic Networks: A Dual Averaging Approach with Linear Convergence

26 June 2021

Changxin Liu

Yong Zhang

Papers citing "Decentralized Composite Optimization in Stochastic Networks: A Dual Averaging Approach with Linear Convergence"

11 / 11 papers shown

Title
A Unified Theory of Decentralized SGD with Changing Topology and Local Updates Anastasia Koloskova Nicolas Loizou Sadra Boreiri Martin Jaggi Sebastian U. Stich FedML 78 506 0 23 Mar 2020
Unifying mirror descent and dual averaging A. Juditsky Joon Kwon Eric Moulines 40 29 0 30 Oct 2019
A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization Sulaiman A. Alghunaim Kun Yuan Ali H. Sayed 51 62 0 20 May 2019
Push-Pull Gradient Methods for Distributed Optimization in Networks Shi Pu Wei Shi Jinming Xu A. Nedić 32 320 0 15 Oct 2018
Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent Xiangru Lian Ce Zhang Huan Zhang Cho-Jui Hsieh Wei Zhang Ji Liu 50 1,227 0 25 May 2017
A decentralized proximal-gradient method with network independent step-sizes and separated convergence rates Zhi Li W. Shi Ming Yan 49 226 0 25 Apr 2017
Decentralized Frank-Wolfe Algorithm for Convex and Non-convex Problems Hoi-To Wai Jean Lafond Anna Scaglione Eric Moulines 92 90 0 05 Dec 2016
Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions Igor Colin A. Bellet Joseph Salmon Stephan Clémençon FedML 63 106 0 08 Jun 2016
Coordinate Dual Averaging for Decentralized Online Optimization with Nonseparable Global Objectives Soomin Lee A. Nedić Maxim Raginsky 30 34 0 31 Aug 2015
ARock: an Algorithmic Framework for Asynchronous Parallel Coordinate Updates Zhimin Peng Yangyang Xu Ming Yan W. Yin 75 258 0 08 Jun 2015
Sensor Networks with Random Links: Topology Design for Distributed Consensus S. Kar José M. F. Moura 430 269 0 06 Apr 2007