Probability

Instance Based Approximations to Profile Maximum Likelihood NeurIPS 2020 Integrals over Gaussians under Linear Domain Constraints AISTATS 2020 Kernel Conditional Moment Test via Maximum Moment Restriction UAI 2020 Knowing-How under Uncertainty (Extended Abstract) IJCAI 2020 Kriging Prediction with Isotropic Matern Correlations: Robustness and Experimental Designs JMLR 2020 Lambda-Policy Iteration with Randomization for Contractive Models with Infinite Policies: Well-Posedness and Convergence L4DC 2020 Learning Entangled Single-Sample Gaussians in the Subset-of-Signals Model COLT 2020 Learning Sums of Independent Random Variables with Sparse Collective Support JMLR 2020 Learning with Labeled and Unlabeled Multi-Step Transition Data for Recovering Markov Chain from Incomplete Transition Data IJCAI 2020 Locally private non-asymptotic testing of discrete distributions is faster using interactive mechanisms NeurIPS 2020 Lower Bounds for Testing Graphical Models: Colorings and Antiferromagnetic Ising Models JMLR 2020 Marginal Densities, Factor Graph Duality, and High-Temperature Series Expansions AISTATS 2020 Model-Preserving Sensitivity Analysis for Families of Gaussian Distributions JMLR 2020 Motion-Based Generator Model: Unsupervised Disentanglement of Appearance, Trackable and Intrackable Motions in Dynamic Patterns AAAI 2020 Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors NeurIPS 2020 Nonparametric Fisher Geometry with Application to Density Estimation UAI 2020 Nonparametric Score Estimators ICML 2020 Non-separable Non-stationary random fields ICML 2020 Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning NeurIPS 2020 On a projective ensemble approach to two sample test for equality of distributions ICML 2020 Online Control of the False Coverage Rate and False Sign Rate ICML 2020 Online MAP Inference of Determinantal Point Processes NeurIPS 2020 Online Sinkhorn: Optimal Transport distances from sample streams NeurIPS 2020 On Simulation and Trajectory Prediction with Gaussian Process Dynamics L4DC 2020 On the Analysis of EM for truncated mixtures of two Gaussians ALT 2020