Continuous Optimization

Towards Practical Alternating Least-Squares for CCA NeurIPS 2019 Towards Provably Not-At-Fault Control of Autonomous Robots in Arbitrary Dynamic Environments RSS 2019 Trajectory of Alternating Direction Method of Multipliers and Adaptive Acceleration NeurIPS 2019 Trajectory Optimization on Manifolds: A Theoretically-Guaranteed Embedded Sequential Convex Programming Approach RSS 2019 Tree-Sliced Variants of Wasserstein Distances NeurIPS 2019 Trivializations for Gradient-Based Optimization on Manifolds NeurIPS 2019 Two-Layer Feature Reduction for Sparse-Group Lasso via Decomposition of Convex Sets JMLR 2019 Ultrametric Fitting by Gradient Descent NeurIPS 2019 Unifying Search-based and Compilation-based Approaches to Multi-agent Path Finding through Satisfiability Modulo Theories IJCAI 2019 Universality in Learning from Linear Measurements NeurIPS 2019 UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization NeurIPS 2019 Using Unknown Occluders to Recover Hidden Scenes CVPR 2019 Variance Reduction for Matrix Games NeurIPS 2019 Variational Uncalibrated Photometric Stereo Under General Lighting ICCV 2019 VITAMIN-E: VIsual Tracking and MappINg With Extremely Dense Feature Points CVPR 2019 Walrasian Dynamics in Multi-Unit Markets AAAI 2019 Wasserstein regularization for sparse multi-task regression AISTATS 2019 Wasserstein Soft Label Propagation on Hypergraphs: Algorithm and Generalization Error Bounds AAAI 2019 Weighted Oblique Decision Trees AAAI 2019 Which Factorization Machine Modeling Is Better: A Theoretical Answer with Optimal Guarantee AAAI 2019 Who is Afraid of Big Bad Minima? Analysis of gradient-flow in spiked matrix-tensor models NeurIPS 2019 Width Provably Matters in Optimization for Deep Linear Neural Networks ICML 2019 Word Embedding as Maximum A Posteriori Estimation AAAI 2019 Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization IJCAI 2019 3D Registration of Curves and Surfaces Using Local Differential Information CVPR 2018