Distributed Learning

A Stochastic Newton Algorithm for Distributed Convex Optimization NeurIPS 2021 Asynchronous Active Learning with Distributed Label Querying IJCAI 2021 Asynchronous Decentralized Online Learning NeurIPS 2021 Asynchronous Decentralized Optimization With Implicit Stochastic Variance Reduction ICML 2021 Asynchronous Decentralized SGD with Quantized and Local Updates NeurIPS 2021 Asynchronous Optimization Methods for Efficient Training of Deep Neural Networks with Guarantees AAAI 2021 Asynchronous Stochastic Gradient Descent for Extreme-Scale Recommender Systems AAAI 2021 ATP: In-network Aggregation for Multi-tenant Learning NSDI 2021 BASGD: Buffered Asynchronous SGD for Byzantine Learning ICML 2021 Breaking the centralized barrier for cross-device federated learning NeurIPS 2021 Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data ICML 2021 CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression NeurIPS 2021 Challenges and Opportunities of Building Fast GBDT Systems IJCAI 2021 COKE: Communication-Censored Decentralized Kernel Learning JMLR 2021 Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Communication-Aware Collaborative Learning AAAI 2021 Communication-Efficient Agnostic Federated Averaging Interspeech 2021 Communication-Efficient Frank-Wolfe Algorithm for Nonconvex Decentralized Distributed Learning AAAI 2021 Communication efficient parallel reinforcement learning UAI 2021 Communication Efficient Primal-Dual Algorithm for Nonconvex Nonsmooth Distributed Optimization AISTATS 2021 Communication-efficient SGD: From Local SGD to One-Shot Averaging NeurIPS 2021 Communication Efficient SGD via Gradient Sampling With Bayes Prior CVPR 2021 Concentration of Non-Isotropic Random Tensors with Applications to Learning and Empirical Risk Minimization COLT 2021 Consensus Control for Decentralized Deep Learning ICML 2021 Constrained Robust Submodular Partitioning NeurIPS 2021