Mathematics & Optimization

Stochastic Proximal Langevin Algorithm: Potential Splitting and Nonasymptotic Rates NeurIPS 2019 Stochastic Runge-Kutta Accelerates Langevin Monte Carlo and Beyond NeurIPS 2019 Stochastic Submodular Maximization with Performance-Dependent Item Costs AAAI 2019 Stochastic Variance-Reduced Cubic Regularization Methods JMLR 2019 Stochastic Variance Reduced Primal Dual Algorithms for Empirical Composition Optimization NeurIPS 2019 Strategic Signaling for Selling Information Goods IJCAI 2019 Strategyproof and Approximately Maxmin Fair Share Allocation of Chores IJCAI 2019 Streaming Principal Component Analysis From Incomplete Data JMLR 2019 Structured Graph Learning Via Laplacian Spectral Constraints NeurIPS 2019 Structured Robust Submodular Maximization: Offline and Online Algorithms AISTATS 2019 Structure Learning with Side Information: Sample Complexity NeurIPS 2019 Style Transfer by Relaxed Optimal Transport and Self-Similarity CVPR 2019 Sublinear quantum algorithms for training linear and kernel-based classifiers ICML 2019 Sublinear Space Private Algorithms Under the Sliding Window Model ICML 2019 Sublinear Time Numerical Linear Algebra for Structured Matrices AAAI 2019 Submodular Batch Selection for Training Deep Neural Networks IJCAI 2019 Submodular Cost Submodular Cover with an Approximate Oracle ICML 2019 Submodular Function Minimization with Noisy Evaluation Oracle NeurIPS 2019 Submodular Maximization beyond Non-negativity: Guarantees, Fast Algorithms, and Applications ICML 2019 Submodular Observation Selection and Information Gathering for Quadratic Models ICML 2019 Submodular Optimization-based Diverse Paraphrasing and its Effectiveness in Data Augmentation NAACL 2019 Submodular Optimization over Streams with Inhomogeneous Decays AAAI 2019 Submodular Streaming in All Its Glory: Tight Approximation, Minimum Memory and Low Adaptive Complexity ICML 2019 Subquadratic High-Dimensional Hierarchical Clustering NeurIPS 2019 Subspace Detours: Building Transport Plans that are Optimal on Subspace Projections NeurIPS 2019