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distributed optimization

275 papers

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Co-occurring keywords

federated learning (1333) communication efficiency (297) distributed learning (563) stochastic gradient descent (1091) convex optimization (1321) stochastic optimization (1060) communication complexity (99) variance reduction (523) communication compression (55) non-convex optimization (547)

Papers

A primal-dual method for conic constrained distributed optimization problems NIPS 2016
FaLRR: A Fast Low Rank Representation Solver CVPR 2015
An Asynchronous Distributed Proximal Gradient Method for Composite Convex Optimization ICML 2015
DiSCO: Distributed Optimization for Self-Concordant Empirical Loss ICML 2015
Adding vs. Averaging in Distributed Primal-Dual Optimization ICML 2015
Communication Complexity of Distributed Convex Learning and Optimization NIPS 2015
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization NIPS 2015
Distributed Box-Constrained Quadratic Optimization for Dual Linear SVM ICML 2015
Deep learning with Elastic Averaging SGD NIPS 2015
Distributed optimization of deeply nested systems AISTATS 2014
Communication-Efficient Distributed Dual Coordinate Ascent NIPS 2014
Large-scale L-BFGS using MapReduce NIPS 2014
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014
Asynchronous Distributed ADMM for Consensus Optimization ICML 2014
Distributed Submodular Maximization: Identifying Representative Elements in Massive Data NIPS 2013
Communication-Efficient Algorithms for Statistical Optimization JMLR 2013
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent NIPS 2013
Large Scale Distributed Sparse Precision Estimation NIPS 2013
Online Learning of Dynamic Parameters in Social Networks NIPS 2013
Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization NIPS 2012
Communication-Efficient Algorithms for Statistical Optimization NIPS 2012
Hogwild!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent NIPS 2011
Distributed Delayed Stochastic Optimization NIPS 2011
Distributed Optimization with Pairwise Constraints and its Application to Multi-robot Path Planning RSS 2010
Distributed Dual Averaging In Networks NIPS 2010