Distributed Learning

FlightTracker: Consistency across Read-Optimized Online Stores at Facebook OSDI 2020 GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning JMLR 2020 Graph-Dependent Implicit Regularisation for Distributed Stochastic Subgradient Descent JMLR 2020 HS-CAI: A Hybrid DCOP Algorithm via Combining Search with Context-Based Inference AAAI 2020 Is Local SGD Better than Minibatch SGD? ICML 2020 Manifold Identification for Ultimately Communication-Efficient Distributed Optimization ICML 2020 Microsecond Consensus for Microsecond Applications OSDI 2020 Moniqua: Modulo Quantized Communication in Decentralized SGD ICML 2020 WONDER: Weighted One-shot Distributed Ridge Regression in High Dimensions JMLR 2020 Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training EMNLP 2019 dShark: A General, Easy to Program and Scalable Framework for Analyzing In-network Packet Traces NSDI 2019 Exploring Fast and Communication-Efficient Algorithms in Large-Scale Distributed Networks AISTATS 2019 Local SGD with Periodic Averaging: Tighter Analysis and Adaptive Synchronization NeurIPS 2019 Monoxide: Scale out Blockchains with Asynchronous Consensus Zones NSDI 2019 Optimal Convergence Rates for Convex Distributed Optimization in Networks JMLR 2019 Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning AAAI 2019 Redundancy Techniques for Straggler Mitigation in Distributed Optimization and Learning JMLR 2019 A Decentralised Approach to Intersection Traffic Management IJCAI 2018 A Distributed Second-Order Algorithm You Can Trust ICML 2018 A Model of Distributed Query Computation in Client-Server Scenarios on the Semantic Web IJCAI 2018 An efficient distributed learning algorithm based on effective local functional approximations JMLR 2018 Distributed Pareto Optimization for Subset Selection IJCAI 2018 Distributed Primal-Dual Optimization for Non-uniformly Distributed Data IJCAI 2018 Distributed Self-Paced Learning in Alternating Direction Method of Multipliers IJCAI 2018 Distributing Frank-Wolfe via Map-Reduce IJCAI 2018