Convex Optimization

Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions COLT 2019 Stochastic Frank-Wolfe for Composite Convex Minimization NeurIPS 2019 Trajectory of Alternating Direction Method of Multipliers and Adaptive Acceleration NeurIPS 2019 Universality in Learning from Linear Measurements NeurIPS 2019 UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization NeurIPS 2019 Accelerated Difference of Convex functions Algorithm and its Application to Sparse Binary Logistic Regression IJCAI 2018 Acceleration through Optimistic No-Regret Dynamics NeurIPS 2018 A Certifiably Globally Optimal Solution to the Non-Minimal Relative Pose Problem CVPR 2018 A convex program for bilinear inversion of sparse vectors NeurIPS 2018 Adaptive Three Operator Splitting ICML 2018 A Generic Approach for Accelerating Stochastic Zeroth-Order Convex Optimization IJCAI 2018 An Algorithmic Framework of Variable Metric Over-Relaxed Hybrid Proximal Extra-Gradient Method ICML 2018 Blind Deconvolutional Phase Retrieval via Convex Programming NeurIPS 2018 Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice JMLR 2018 Distributing Frank-Wolfe via Map-Reduce IJCAI 2018 Dual Principal Component Pursuit: Improved Analysis and Efficient Algorithms NeurIPS 2018 Efficient Convex Completion of Coupled Tensors using Coupled Nuclear Norms NeurIPS 2018 Efficient First-Order Algorithms for Adaptive Signal Denoising ICML 2018 Geometric Multi-Model Fitting With a Convex Relaxation Algorithm CVPR 2018 Graphical Nonconvex Optimization via an Adaptive Convex Relaxation ICML 2018 Learning convex bounds for linear quadratic control policy synthesis NeurIPS 2018 Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives NeurIPS 2018 MixLasso: Generalized Mixed Regression via Convex Atomic-Norm Regularization NeurIPS 2018 Multi-Scale Weighted Nuclear Norm Image Restoration CVPR 2018 Nonasymptotic convergence of stochastic proximal point methods for constrained convex optimization JMLR 2018