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proximal gradient

74 papers

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PG

Co-occurring keywords

convex optimization (1321) stochastic optimization (1060) nonconvex optimization (316) variance reduction (523) linear convergence (158) proximal gradient descent (36) nonsmooth optimization (49) proximal gradient method (18) convergence rate (607) coordinate descent (147)

Papers

First-Order Methods for Large-Scale Market Equilibrium Computation NIPS 2020
Directional Pruning of Deep Neural Networks NIPS 2020
Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020
Dual Extrapolation for Sparse GLMs JMLR 2020
Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020
The Wasserstein Proximal Gradient Algorithm NIPS 2020
Decentralized Accelerated Proximal Gradient Descent NIPS 2020
Fast OSCAR and OWL Regression via Safe Screening Rules ICML 2020
ProxSARAH: An Efficient Algorithmic Framework for Stochastic Composite Nonconvex Optimization JMLR 2020
Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NIPS 2019
Proximal Distance Algorithms: Theory and Practice JMLR 2019
Multispectral and Hyperspectral Image Fusion by MS/HS Fusion Net CVPR 2019
ASVRG: Accelerated Proximal SVRG ACML 2018
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018
Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters JMLR 2018
Scalable Robust Matrix Factorization with Nonconvex Loss NIPS 2018
Asynchronous Doubly Stochastic Group Regularized Learning AISTATS 2018
A Simple Proximal Stochastic Gradient Method for Nonsmooth Nonconvex Optimization NIPS 2018
Sampling as optimization in the space of measures: The Langevin dynamics as a composite optimization problem COLT 2018
Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization ICML 2017
On Perturbed Proximal Gradient Algorithms JMLR 2017
Adaptive Accelerated Gradient Converging Method under H\"{o}lderian Error Bound Condition NIPS 2017
Efficient Inexact Proximal Gradient Algorithm for Nonconvex Problems IJCAI 2017
Geometric Descent Method for Convex Composite Minimization NIPS 2017
From Keyframes to Key Objects: Video Summarization by Representative Object Proposal Selection CVPR 2016