distributed learning

On the Computation and Communication Complexity of Parallel SGD with Dynamic Batch Sizes for Stochastic Non-Convex Optimization ICML 2019 Open Problem: Is Margin Sufficient for Non-Interactive Private Distributed Learning? COLT 2019 Order Optimal One-Shot Distributed Learning NeurIPS 2019 Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning AAAI 2019 Rates of Convergence for Large-scale Nearest Neighbor Classification NeurIPS 2019 Robust Learning from Untrusted Sources ICML 2019 RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets AAAI 2019 SepNE: Bringing Separability to Network Embedding AAAI 2019 signSGD with Majority Vote is Communication Efficient and Fault Tolerant ICLR 2019 Stochastic Gradient Push for Distributed Deep Learning ICML 2019 SySCD: A System-Aware Parallel Coordinate Descent Algorithm NeurIPS 2019 Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance ICML 2019 D^2: Decentralized Training over Decentralized Data ICML 2018 Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation EMNLP 2018 A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018 An efficient distributed learning algorithm based on effective local functional approximations JMLR 2018 Asynchronous Byzantine Machine Learning (the case of SGD) ICML 2018 Asynchronous Decentralized Parallel Stochastic Gradient Descent ICML 2018 ATOMO: Communication-efficient Learning via Atomic Sparsification NeurIPS 2018 BML: A High-performance, Low-cost Gradient Synchronization Algorithm for DML Training NeurIPS 2018 Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation AISTATS 2018 Communication Compression for Decentralized Training NeurIPS 2018 Communication-Computation Efficient Gradient Coding ICML 2018 Communication Efficient Parallel Algorithms for Optimization on Manifolds NeurIPS 2018 cpSGD: Communication-efficient and differentially-private distributed SGD NeurIPS 2018