Distributed Learning

On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 On the Convergence of Decentralized Adaptive Gradient Methods ACML 2022 Optimal Algorithms for Decentralized Stochastic Variational Inequalities NeurIPS 2022 Owl: Scale and Flexibility in Distribution of Hot Content OSDI 2022 Personalized Federated Learning with Contextualized Generalization IJCAI 2022 Personalized Online Federated Learning with Multiple Kernels NeurIPS 2022 Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation AAAI 2022 Privacy Amplification by Decentralization AISTATS 2022 ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022 Projection-free Distributed Online Learning with Sublinear Communication Complexity JMLR 2022 Recovering Private Text in Federated Learning of Language Models NeurIPS 2022 Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning NeurIPS 2022 Resilient and Communication Efficient Learning for Heterogeneous Federated Systems ICML 2022 ResIST: Layer-wise decomposition of ResNets for distributed training UAI 2022 Revisiting Optimal Convergence Rate for Smooth and Non-convex Stochastic Decentralized Optimization NeurIPS 2022 Robust Combination of Distributed Gradients Under Adversarial Perturbations CVPR 2022 Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks JMLR 2022 SAGDA: Achieving O(ε^-2) Communication Complexity in Federated Min-Max Learning NeurIPS 2022 Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis ICML 2022 SAPipe: Staleness-Aware Pipeline for Data Parallel DNN Training NeurIPS 2022 Secure Distributed Training at Scale ICML 2022 Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning NeurIPS 2022 SiDi KWS: A Large-Scale Multilingual Dataset for Keyword Spotting Interspeech 2022 Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022 SplitFed: When Federated Learning Meets Split Learning AAAI 2022