Distributed Optimization

Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings ICML 2018 GIANT: Globally Improved Approximate Newton Method for Distributed Optimization NeurIPS 2018 Graph Oracle Models, Lower Bounds, and Gaps for Parallel Stochastic Optimization NeurIPS 2018 Non-Ergodic Alternating Proximal Augmented Lagrangian Algorithms with Optimal Rates NeurIPS 2018 Optimal Algorithms for Non-Smooth Distributed Optimization in Networks NeurIPS 2018 Sparsified SGD with Memory NeurIPS 2018 Very Large-Scale Global SfM by Distributed Motion Averaging CVPR 2018 Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization NeurIPS 2017 Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent NeurIPS 2017 Collaborative Deep Learning in Fixed Topology Networks NeurIPS 2017 DOPE: Distributed Optimization for Pairwise Energies CVPR 2017 Straggler Mitigation in Distributed Optimization Through Data Encoding NeurIPS 2017 A Consensus-Based Framework for Distributed Bundle Adjustment CVPR 2016 Fast Distributed Submodular Cover: Public-Private Data Summarization NeurIPS 2016 Short-Dot: Computing Large Linear Transforms Distributedly Using Coded Short Dot Products NeurIPS 2016 Yggdrasil: An Optimized System for Training Deep Decision Trees at Scale NeurIPS 2016 Communication Complexity of Distributed Convex Learning and Optimization NeurIPS 2015 Deep learning with Elastic Averaging SGD NeurIPS 2015 Bregman Alternating Direction Method of Multipliers NeurIPS 2014 Communication-Efficient Distributed Dual Coordinate Ascent NeurIPS 2014 Delay-Tolerant Algorithms for Asynchronous Distributed Online Learning NeurIPS 2014 Distributed Power-law Graph Computing: Theoretical and Empirical Analysis NeurIPS 2014 Improved Distributed Principal Component Analysis NeurIPS 2014 Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization NeurIPS 2014 Analyzing Hogwild Parallel Gaussian Gibbs Sampling NeurIPS 2013