conftrace_

nonsmooth optimization

49 papers

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Co-occurring keywords

nonconvex optimization (316) convex optimization (1321) stochastic optimization (1060) proximal gradient (74) stochastic gradient descent (1091) variance reduction (523) stochastic gradient (296) subgradient method (24) proximal method (26) convergence analysis (395)

Papers

Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions ICML 2020
Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method NIPS 2020
Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020
Asynchronous Delay-Aware Accelerated Proximal Coordinate Descent for Nonconvex Nonsmooth Problems AAAI 2019
Differential Inclusions for Modeling Nonsmooth ADMM Variants: A Continuous Limit Theory ICML 2019
On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don’t Worry About its Nonsmooth Loss Function UAI 2019
A Simple Proximal Stochastic Gradient Method for Nonsmooth Nonconvex Optimization NIPS 2018
Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation ICML 2018
Solving Separable Nonsmooth Problems Using Frank-Wolfe with Uniform Affine Approximations IJCAI 2018
Provably Correct Automatic Sub-Differentiation for Qualified Programs NIPS 2018
A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization NIPS 2018
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018
Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization NIPS 2017
GSOS: Gauss-Seidel Operator Splitting Algorithm for Multi-Term Nonsmooth Convex Composite Optimization ICML 2017
Smooth Primal-Dual Coordinate Descent Algorithms for Nonsmooth Convex Optimization NIPS 2017
The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM NIPS 2016
Reshaped Wirtinger Flow for Solving Quadratic System of Equations NIPS 2016
Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization NIPS 2016
Accelerated Proximal Gradient Methods for Nonconvex Programming NIPS 2015
Accelerated Stochastic Gradient Method for Composite Regularization AISTATS 2014
Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization NIPS 2014
Better Approximation and Faster Algorithm Using the Proximal Average NIPS 2013
Scalable nonconvex inexact proximal splitting NIPS 2012
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning JMLR 2010