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Distributed Learning

157 directly classified papers

Papers per year

Papers

Gradient Coding: Avoiding Stragglers in Distributed Learning ICML 2017
Distributed Accelerated Proximal Coordinate Gradient Methods IJCAI 2017
Decentralized Collaborative Learning of Personalized Models over Networks AISTATS 2017
Prox-PDA: The Proximal Primal-Dual Algorithm for Fast Distributed Nonconvex Optimization and Learning Over Networks ICML 2017
Distributed Mean Estimation with Limited Communication ICML 2017
Optimal Algorithms for Smooth and Strongly Convex Distributed Optimization in Networks ICML 2017
A Consensus-Based Framework for Distributed Bundle Adjustment CVPR 2016
d-VMP: Distributed Variational Message Passing PGM 2016
DSA: Decentralized Double Stochastic Averaging Gradient Algorithm JMLR 2016
Unwrapping ADMM: Efficient Distributed Computing via Transpose Reduction AISTATS 2016
Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds ICML 2015
DiSCO: Distributed Optimization for Self-Concordant Empirical Loss ICML 2015
An Asynchronous Distributed Proximal Gradient Method for Composite Convex Optimization ICML 2015
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014
Communication-Efficient Distributed Dual Coordinate Ascent NIPS 2014
Large-scale L-BFGS using MapReduce NIPS 2014
Parallel Direction Method of Multipliers NIPS 2014
Distributed $k$-means and $k$-median Clustering on General Topologies NIPS 2013
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent NIPS 2013
Information-theoretic lower bounds for distributed statistical estimation with communication constraints NIPS 2013
Optimistic Concurrency Control for Distributed Unsupervised Learning NIPS 2013
Large Scale Distributed Sparse Precision Estimation NIPS 2013
What's in the Bag: A Distributed Approach to 3D Shape Duplication with Modular Robots RSS 2012
Distributed Non-Stochastic Experts NIPS 2012
Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization NIPS 2012