Continuous Optimization

Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation ICML 2018 Cutting plane methods can be extended into nonconvex optimization COLT 2018 DAGs with NO TEARS: Continuous Optimization for Structure Learning NeurIPS 2018 Data-Driven Inventory Management and Dynamic Pricing Competition on Online Marketplaces IJCAI 2018 Decentralize and Randomize: Faster Algorithm for Wasserstein Barycenters NeurIPS 2018 Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings ICML 2018 Depth-Aware Stereo Video Retargeting CVPR 2018 DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding ICML 2018 Differential Equations for Modeling Asynchronous Algorithms IJCAI 2018 Differential Properties of Sinkhorn Approximation for Learning with Wasserstein Distance NeurIPS 2018 Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds NeurIPS 2018 Direct Runge-Kutta Discretization Achieves Acceleration NeurIPS 2018 Discovering Point Lights With Intensity Distance Fields CVPR 2018 Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs CVPR 2018 Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs ICML 2018 Distributed Primal-Dual Optimization for Non-uniformly Distributed Data IJCAI 2018 Distributing Frank-Wolfe via Map-Reduce IJCAI 2018 Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization NeurIPS 2018 DS*: Tighter Lifting-Free Convex Relaxations for Quadratic Matching Problems CVPR 2018 Dual Principal Component Pursuit JMLR 2018 Efficient Algorithms for Non-convex Isotonic Regression through Submodular Optimization NeurIPS 2018 Efficient Computation of Implicational Universals in Constraint-Based Phonology Through the Hyperplane Separation Theorem EMNLP 2018 Efficient Convex Completion of Coupled Tensors using Coupled Nuclear Norms NeurIPS 2018 Efficient Convex Optimization with Membership Oracles COLT 2018 Efficient coordinate-wise leading eigenvector computation ALT 2018