Mathematics & Optimization

Heterogeneous Multi-player Multi-armed Bandits: Closing the Gap and Generalization NeurIPS 2021 Heuristic Search for Approximating One Matrix in Terms of Another Matrix IJCAI 2021 Hierarchical Agglomerative Graph Clustering in Nearly-Linear Time ICML 2021 Hierarchical Clustering: $O(1)$-Approximation for Well-Clustered Graphs NeurIPS 2021 Hierarchical Clustering in General Metric Spaces using Approximate Nearest Neighbors AISTATS 2021 Hierarchical probabilistic model for blind source separation via Legendre transformation UAI 2021 High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021 High-dimensional Experimental Design and Kernel Bandits ICML 2021 High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021 High-Dimensional Multi-Task Averaging and Application to Kernel Mean Embedding AISTATS 2021 Higher-order Derivatives of Weighted Finite-state Machines ACL 2021 Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes NeurIPS 2021 High-Order Langevin Diffusion Yields an Accelerated MCMC Algorithm JMLR 2021 High Probability Complexity Bounds for Line Search Based on Stochastic Oracles NeurIPS 2021 High Quality Disparity Remapping With Two-Stage Warping ICCV 2021 Hilbert Sinkhorn Divergence for Optimal Transport CVPR 2021 Histogram Transform Ensembles for Large-scale Regression JMLR 2021 Hoeffding's Inequality for General Markov Chains and Its Applications to Statistical Learning JMLR 2021 Hogwild! over Distributed Local Data Sets with Linearly Increasing Mini-Batch Sizes AISTATS 2021 Homogeneity Structure Learning in Large-scale Panel Data with Heavy-tailed Errors JMLR 2021 Homomorphic Sensing: Sparsity and Noise ICML 2021 HoroPCA: Hyperbolic Dimensionality Reduction via Horospherical Projections ICML 2021 Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021 How can classical multidimensional scaling go wrong? NeurIPS 2021 How Data Augmentation affects Optimization for Linear Regression NeurIPS 2021