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distributed optimization

275 papers

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Co-occurring keywords

federated learning (1333) communication efficiency (297) distributed learning (563) stochastic gradient descent (1091) convex optimization (1321) stochastic optimization (1060) communication complexity (99) variance reduction (523) communication compression (55) non-convex optimization (547)

Papers

Decentralized Collaborative Learning of Personalized Models over Networks AISTATS 2017
Distributed Accelerated Proximal Coordinate Gradient Methods IJCAI 2017
Distributed Stochastic Variance Reduced Gradient Methods by Sampling Extra Data with Replacement JMLR 2017
Accelerated Local Anomaly Detection via Resolving Attributed Networks IJCAI 2017
Adaptive Consensus ADMM for Distributed Optimization ICML 2017
Accelerated consensus via Min-Sum Splitting NIPS 2017
Efficient Distributed Learning with Sparsity ICML 2017
Accumulated Gradient Normalization ACML 2017
DOPE: Distributed Optimization for Pairwise Energies CVPR 2017
SnapVX: A Network-Based Convex Optimization Solver JMLR 2017
A distributed block coordinate descent method for training l1 regularized linear classifiers JMLR 2017
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding NIPS 2017
Prox-PDA: The Proximal Primal-Dual Algorithm for Fast Distributed Nonconvex Optimization and Learning Over Networks ICML 2017
Straggler Mitigation in Distributed Optimization Through Data Encoding NIPS 2017
Sketched Ridge Regression: Optimization Perspective, Statistical Perspective, and Model Averaging ICML 2017
Optimal Algorithms for Smooth and Strongly Convex Distributed Optimization in Networks ICML 2017
Asynchronous Coordinate Descent under More Realistic Assumptions NIPS 2017
Without-Replacement Sampling for Stochastic Gradient Methods NIPS 2016
Fast Distributed Submodular Cover: Public-Private Data Summarization NIPS 2016
Horizontally Scalable Submodular Maximization ICML 2016
Distributed Submodular Maximization JMLR 2016
A Consensus-Based Framework for Distributed Bundle Adjustment CVPR 2016
AdaDelay: Delay Adaptive Distributed Stochastic Optimization AISTATS 2016
Parallel and Distributed Block-Coordinate Frank-Wolfe Algorithms ICML 2016
NESTT: A Nonconvex Primal-Dual Splitting Method for Distributed and Stochastic Optimization NIPS 2016