distributed learning

Distributed Sparse Multicategory Discriminant Analysis AISTATS 2022 Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima JMLR 2022 Distributed Stochastic Nash Equilibrium Learning in Locally Coupled Network Games with Unknown Parameters L4DC 2022 Doubly Sparse Asynchronous Learning for Stochastic Composite Optimization IJCAI 2022 Efficient Decentralized Stochastic Gradient Descent Method for Nonconvex Finite-Sum Optimization Problems AAAI 2022 Efficient Device Scheduling with Multi-Job Federated Learning AAAI 2022 Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning NeurIPS 2022 FedAvg with Fine Tuning: Local Updates Lead to Representation Learning NeurIPS 2022 FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022 Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022 Fine-tuning Language Models over Slow Networks using Activation Quantization with Guarantees NeurIPS 2022 FLAIR: Federated Learning Annotated Image Repository NeurIPS 2022 Gradient and Projection Free Distributed Online Min-Max Resource Optimization L4DC 2022 Implicit Gradient Alignment in Distributed and Federated Learning AAAI 2022 Layer-Wised Model Aggregation for Personalized Federated Learning CVPR 2022 Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential Game NeurIPS 2022 Learning from Distributed Users in Contextual Linear Bandits Without Sharing the Context NeurIPS 2022 Learning Pollution Maps from Mobile Phone Images IJCAI 2022 Learn Locally, Correct Globally: A Distributed Algorithm for Training Graph Neural Networks ICLR 2022 Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent ICML 2022 Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond ICLR 2022 Multi-Agent Multi-Armed Bandits with Limited Communication JMLR 2022 Optimal Algorithms for Decentralized Stochastic Variational Inequalities NeurIPS 2022 Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NeurIPS 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022