Continuous Optimization

An explicit analysis of the entropic penalty in linear programming COLT 2018 An FPTAS for Computing Nash Equilibrium in Resource Graph Games IJCAI 2018 An Optimal Learning Algorithm for Online Unconstrained Submodular Maximization COLT 2018 An Optimization Framework for Recovery of Speech from Phase-Encoded Spectrograms Interspeech 2018 Approximate message passing for amplitude based optimization ICML 2018 Approximate Nearest Neighbors in Limited Space COLT 2018 A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery ICML 2018 A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization JMLR 2018 A Spectral Approach for the Design of Experiments: Design, Analysis and Algorithms JMLR 2018 ASVRG: Accelerated Proximal SVRG ACML 2018 Asynchronous Decentralized Parallel Stochastic Gradient Descent ICML 2018 A theory on the absence of spurious solutions for nonconvex and nonsmooth optimization NeurIPS 2018 A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018 A Two-Step Computation of the Exact GAN Wasserstein Distance ICML 2018 A Unified Dynamic Approach to Sparse Model Selection AISTATS 2018 A Unified Framework for Nonconvex Low-Rank plus Sparse Matrix Recovery AISTATS 2018 A Unified Framework for Structured Low-rank Matrix Learning ICML 2018 Averaging Stochastic Gradient Descent on Riemannian Manifolds COLT 2018 Baseline Desensitizing in Translation Averaging CVPR 2018 Batch-Expansion Training: An Efficient Optimization Framework AISTATS 2018 Bayesian Quadrature for Multiple Related Integrals ICML 2018 Benefits of over-parameterization with EM NeurIPS 2018 Beyond Grobner Bases: Basis Selection for Minimal Solvers CVPR 2018 Blind Deconvolutional Phase Retrieval via Convex Programming NeurIPS 2018 Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice JMLR 2018