nonsmooth optimization

Proximal Splitting Meets Variance Reduction AISTATS 2019 Tight analyses for non-smooth stochastic gradient descent COLT 2019 A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018 Alternating Randomized Block Coordinate Descent ICML 2018 A Simple Proximal Stochastic Gradient Method for Nonsmooth Nonconvex Optimization NeurIPS 2018 A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization NeurIPS 2018 Convergence guarantees for a class of non-convex and non-smooth optimization problems ICML 2018 Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation ICML 2018 Provably Correct Automatic Sub-Differentiation for Qualified Programs NeurIPS 2018 Solving Non-smooth Constrained Programs with Lower Complexity than O(1/ε): A Primal-Dual Homotopy Smoothing Approach NeurIPS 2018 Solving Separable Nonsmooth Problems Using Frank-Wolfe with Uniform Affine Approximations IJCAI 2018 Adaptive Sampling Probabilities for Non-Smooth Optimization ICML 2017 Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization NeurIPS 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 NeurIPS 2017 Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization NeurIPS 2016 Reshaped Wirtinger Flow for Solving Quadratic System of Equations NeurIPS 2016 Sparse Support Recovery with Non-smooth Loss Functions NeurIPS 2016 The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM NeurIPS 2016 Accelerated Proximal Gradient Methods for Nonconvex Programming NeurIPS 2015 A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015 Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction ACML 2015 Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization NeurIPS 2015 Accelerated Stochastic Gradient Method for Composite Regularization AISTATS 2014 Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization NeurIPS 2014