Continuous Optimization

Submodular Maximization beyond Non-negativity: Guarantees, Fast Algorithms, and Applications ICML 2019 Subquadratic High-Dimensional Hierarchical Clustering NeurIPS 2019 Subspace Detours: Building Transport Plans that are Optimal on Subspace Projections NeurIPS 2019 Sum-of-squares meets square loss: Fast rates for agnostic tensor completion COLT 2019 Support Localization and the Fisher Metric for off-the-grid Sparse Regularization AISTATS 2019 Surrogate Losses for Online Learning of Stepsizes in Stochastic Non-Convex Optimization ICML 2019 Synthesizing Datalog Programs using Numerical Relaxation IJCAI 2019 SySCD: A System-Aware Parallel Coordinate Descent Algorithm NeurIPS 2019 Systematic Conservation Planning for Sustainable Land-use Policies: A Constrained Partitioning Approach to Reserve Selection and Design. IJCAI 2019 Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing EMNLP 2019 Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization AAAI 2019 Tensor Decomposition for Multilayer Networks Clustering AAAI 2019 Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion AAAI 2019 The Common-directions Method for Regularized Empirical Risk Minimization JMLR 2019 The Impact of Regularization on High-dimensional Logistic Regression NeurIPS 2019 The pywmi Framework and Toolbox for Probabilistic Inference using Weighted Model Integration IJCAI 2019 The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares NeurIPS 2019 The Wasserstein Transform ICML 2019 Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NeurIPS 2019 Three-Player Wasserstein GAN via Amortised Duality IJCAI 2019 Total Least Squares Regression in Input Sparsity Time NeurIPS 2019 Toward Efficient Navigation of Massive-Scale Geo-Textual Streams IJCAI 2019 Towards a Zero-One Law for Column Subset Selection NeurIPS 2019 Towards Gradient Free and Projection Free Stochastic Optimization AISTATS 2019 Towards Optimal Transport with Global Invariances AISTATS 2019