Continuous Optimization

Geometric Losses for Distributional Learning ICML 2019 Geometry and Symmetry in Short-and-Sparse Deconvolution ICML 2019 Globally-convergent Iteratively Reweighted Least Squares for Robust Regression Problems AISTATS 2019 Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses NeurIPS 2019 Globally Optimal Learning for Structured Elliptical Losses NeurIPS 2019 Global Optimization under Length Constraint for Neural Text Summarization ACL 2019 GOT: An Optimal Transport framework for Graph comparison NeurIPS 2019 Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019 Greedy Maximization of Functions with Bounded Curvature under Partition Matroid Constraints AAAI 2019 Greedy Orthogonal Pivoting Algorithm for Non-Negative Matrix Factorization ICML 2019 Gromov-Wasserstein Learning for Graph Matching and Node Embedding ICML 2019 Guaranteed Matrix Completion Under Multiple Linear Transformations CVPR 2019 Guiding the One-to-One Mapping in CycleGAN via Optimal Transport AAAI 2019 Hamiltonian descent for composite objectives NeurIPS 2019 Hierarchical Optimal Transport for Document Representation NeurIPS 2019 Hierarchical Optimal Transport for Multimodal Distribution Alignment NeurIPS 2019 HiPPI: Higher-Order Projected Power Iterations for Scalable Multi-Matching ICCV 2019 Homomorphic Sensing ICML 2019 Hypergraph Optimization for Multi-Structural Geometric Model Fitting AAAI 2019 Image Aesthetic Assessment Based on Pairwise Comparison A Unified Approach to Score Regression, Binary Classification, and Personalization ICCV 2019 Implicit Regularization for Optimal Sparse Recovery NeurIPS 2019 Implicit Regularization of Accelerated Methods in Hilbert Spaces NeurIPS 2019 Improved Convergence for ℓ_1 and ℓ_∞ Regression via Iteratively Reweighted Least Squares ICML 2019 Improved Zeroth-Order Variance Reduced Algorithms and Analysis for Nonconvex Optimization ICML 2019 Improving Textual Network Embedding with Global Attention via Optimal Transport ACL 2019