distributed learning

Asynchronous Active Learning with Distributed Label Querying IJCAI 2021 Asynchronous Decentralized Optimization With Implicit Stochastic Variance Reduction ICML 2021 Asynchronous Decentralized SGD with Quantized and Local Updates NeurIPS 2021 Asynchronous Stochastic Optimization Robust to Arbitrary Delays NeurIPS 2021 ATP: In-network Aggregation for Multi-tenant Learning NSDI 2021 BASGD: Buffered Asynchronous SGD for Byzantine Learning ICML 2021 Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data ICML 2021 CADA: Communication-Adaptive Distributed Adam AISTATS 2021 Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Collaborative Novelty Detection for Distributed Data by a Probabilistic Method ACML 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 Consensus Control for Decentralized Deep Learning ICML 2021 Cooperative SGD: A Unified Framework for the Design and Analysis of Local-Update SGD Algorithms JMLR 2021 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks ICML 2021 Critical Parameters for Scalable Distributed Learning with Large Batches and Asynchronous Updates AISTATS 2021 Decentralized Multi-Agent Linear Bandits with Safety Constraints AAAI 2021 DG-LMC: A Turn-key and Scalable Synchronous Distributed MCMC Algorithm via Langevin Monte Carlo within Gibbs ICML 2021 Differentially Private Aggregation in the Shuffle Model: Almost Central Accuracy in Almost a Single Message ICML 2021 Distributed Deep Learning In Open Collaborations NeurIPS 2021 Distributed Machine Learning with Sparse Heterogeneous Data NeurIPS 2021 Distributed Nyström Kernel Learning with Communications ICML 2021 Distributed Ranking with Communications: Approximation Analysis and Applications AAAI 2021 EasyASR: A Distributed Machine Learning Platform for End-to-end Automatic Speech Recognition AAAI 2021