Distributed Learning

Assisted Learning: A Framework for Multi-Organization Learning NeurIPS 2020 A Unified Architecture for Accelerating Distributed DNN Training in Heterogeneous GPU/CPU Clusters OSDI 2020 A Unified Theory of Decentralized SGD with Changing Topology and Local Updates ICML 2020 AutoDAL: Distributed Active Learning with Automatic Hyperparameter Selection AAAI 2020 AutoSync: Learning to Synchronize for Data-Parallel Distributed Deep Learning NeurIPS 2020 Breaking the Communication-Privacy-Accuracy Trilemma NeurIPS 2020 Bundle Adjustment on a Graph Processor CVPR 2020 Byzantine Ordered Consensus without Byzantine Oligarchy OSDI 2020 Byzantine Resilient Distributed Multi-Task Learning NeurIPS 2020 Catching Cheats: Detecting Strategic Manipulation in Distributed Optimisation of Electric Vehicle Aggregators (Extended Abstract) IJCAI 2020 Coded Sequential Matrix Multiplication For Straggler Mitigation NeurIPS 2020 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction AISTATS 2020 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction JMLR 2020 Communication-Efficient Distributed PCA by Riemannian Optimization ICML 2020 Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks ICML 2020 Coresets for Regressions with Panel Data NeurIPS 2020 CSER: Communication-efficient SGD with Error Reset NeurIPS 2020 Data-driven confidence bands for distributed nonparametric regression COLT 2020 Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization NeurIPS 2020 Decentralised Learning with Random Features and Distributed Gradient Descent ICML 2020 Decentralized Accelerated Proximal Gradient Descent NeurIPS 2020 Decentralized Deep Learning with Arbitrary Communication Compression ICLR 2020 Decentralized gradient methods: does topology matter? AISTATS 2020 Decentralized Langevin Dynamics for Bayesian Learning NeurIPS 2020 Delay-Adaptive Distributed Stochastic Optimization AAAI 2020