Distributed Learning

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 Neural Network Control with Dependability Guarantees: a Compositional Port-Hamiltonian Approach L4DC 2022 Distributed Online Convex Optimization with Compressed Communication NeurIPS 2022 Distributed Online Learning for Joint Regret with Communication Constraints ALT 2022 Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity NeurIPS 2022 Distributed Randomized Sketching Kernel Learning AAAI 2022 Distributed Sparse Multicategory Discriminant Analysis AISTATS 2022 Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima JMLR 2022 DRAGONN: Distributed Randomized Approximate Gradients of Neural Networks ICML 2022 DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing NeurIPS 2022 EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning ICML 2022 EF-BV: A Unified Theory of Error Feedback and Variance Reduction Mechanisms for Biased and Unbiased Compression in Distributed Optimization NeurIPS 2022 Efficient Decentralized Stochastic Gradient Descent Method for Nonconvex Finite-Sum Optimization Problems AAAI 2022 Ekko: A Large-Scale Deep Learning Recommender System with Low-Latency Model Update OSDI 2022 EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles AAAI 2022 Extracting Targeted Training Data from ASR Models, and How to Mitigate It Interspeech 2022 FedAvg with Fine Tuning: Local Updates Lead to Representation Learning NeurIPS 2022 FedCC: Federated Learning with Consensus Confirmation for Byzantine Attack Resistance (Student Abstract) AAAI 2022 FedChain: Chained Algorithms for Near-optimal Communication Cost in Federated Learning ICLR 2022 FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022 Federated Learning for Face Recognition with Gradient Correction AAAI 2022 Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022 Federated Myopic Community Detection with One-shot Communication AISTATS 2022 Federated Pruning: Improving Neural Network Efficiency with Federated Learning Interspeech 2022