distributed learning

Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees JMLR 2022 Communication Efficient Distributed Learning for Kernelized Contextual Bandits NeurIPS 2022 Communication-efficient Distributed Learning for Large Batch Optimization ICML 2022 Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data ICML 2022 Data-splitting improves statistical performance in overparameterized regimes AISTATS 2022 Debiased Distributed Learning for Sparse Partial Linear Models in High Dimensions JMLR 2022 Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks NeurIPS 2022 Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NeurIPS 2022 Decentralized Training of Foundation Models in Heterogeneous Environments NeurIPS 2022 Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD AAAI 2022 Detached Error Feedback for Distributed SGD with Random Sparsification ICML 2022 Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022 Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation EMNLP 2022 DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems AAAI 2022 Distributed adversarial training to robustify deep neural networks at scale UAI 2022 Distributed Bootstrap for Simultaneous Inference Under High Dimensionality JMLR 2022 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 2022 Distributed Influence-Augmented Local Simulators for Parallel MARL in Large Networked Systems NeurIPS 2022 Distributed Inverse Constrained Reinforcement Learning for Multi-agent Systems NeurIPS 2022 Distributed Learning of Conditional Quantiles in the Reproducing Kernel Hilbert Space NeurIPS 2022 Distributed Learning of Finite Gaussian Mixtures JMLR 2022 Distributed Learning with Strategic Users: A Repeated Game Approach AAAI 2022 Distributed Methods with Compressed Communication for Solving Variational Inequalities, with Theoretical Guarantees NeurIPS 2022 Distributed Online Convex Optimization with Compressed Communication NeurIPS 2022 Distributed Randomized Sketching Kernel Learning AAAI 2022