Distributed Learning

cpSGD: Communication-efficient and differentially-private distributed SGD NeurIPS 2018 Decentralize and Randomize: Faster Algorithm for Wasserstein Barycenters NeurIPS 2018 Deconstructing RDMA-enabled Distributed Transactions: Hybrid is Better! OSDI 2018 DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding ICML 2018 Distributed k-Clustering for Data with Heavy Noise NeurIPS 2018 Distributed Asynchronous Optimization with Unbounded Delays: How Slow Can You Go? ICML 2018 Distributed Clustering via LSH Based Data Partitioning ICML 2018 Distributed Learning without Distress: Privacy-Preserving Empirical Risk Minimization NeurIPS 2018 Distributed Nonparametric Regression under Communication Constraints ICML 2018 Distributed Pareto Optimization for Subset Selection IJCAI 2018 Distributed Primal-Dual Optimization for Non-uniformly Distributed Data IJCAI 2018 Distributed Prioritized Experience Replay ICLR 2018 Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters JMLR 2018 Distributed Self-Paced Learning in Alternating Direction Method of Multipliers IJCAI 2018 Distributed Stochastic Optimization via Adaptive SGD NeurIPS 2018 Distributed Weight Consolidation: A Brain Segmentation Case Study NeurIPS 2018 Distributing Frank-Wolfe via Map-Reduce IJCAI 2018 DRACO: Byzantine-resilient Distributed Training via Redundant Gradients ICML 2018 Error Compensated Quantized SGD and its Applications to Large-scale Distributed Optimization ICML 2018 Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process Regression ICML 2018 Geometric Lower Bounds for Distributed Parameter Estimation under Communication Constraints COLT 2018 GIANT: Globally Improved Approximate Newton Method for Distributed Optimization NeurIPS 2018 Gradient Coding from Cyclic MDS Codes and Expander Graphs ICML 2018 Gradient Diversity: a Key Ingredient for Scalable Distributed Learning AISTATS 2018 Gradient Sparsification for Communication-Efficient Distributed Optimization NeurIPS 2018