Statistics

Two Sample Testing in High Dimension via Maximum Mean Discrepancy JMLR 2023 Unbounded Differentially Private Quantile and Maximum Estimation NeurIPS 2023 Unified Lower Bounds for Interactive High-dimensional Estimation under Information Constraints NeurIPS 2023 Universal Bias Reduction in Estimation of Smooth Additive Function in High Dimensions ALT 2023 Universality laws for Gaussian mixtures in generalized linear models NeurIPS 2023 Variance Matters: Detecting Semantic Differences without Corpus/Word Alignment EMNLP 2023 When can Regression-Adjusted Control Variate Help? Rare Events, Sobolev Embedding and Minimax Optimality NeurIPS 2023 A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation ICML 2022 A Kernel Two-Sample Test for Functional Data JMLR 2022 Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022 Anonymized Histograms in Intermediate Privacy Models NeurIPS 2022 A permutation-free kernel two-sample test NeurIPS 2022 A Pilot Study on the Collection and Computational Analysis of Linguistic Differences Amongst Men and Women in a Kuwaiti Arabic WhatsApp Dataset EMNLP 2022 A Predictive Approach to Bayesian Nonparametric Survival Analysis AISTATS 2022 A Private and Computationally-Efficient Estimator for Unbounded Gaussians COLT 2022 A Probabilistic Graph Coupling View of Dimension Reduction NeurIPS 2022 A Statistical Manifold Framework for Point Cloud Data ICML 2022 Asymptotic Analysis of Sampling Estimators for Randomized Numerical Linear Algebra Algorithms JMLR 2022 Automated Evaluation Metric for Terminology Consistency in MT EMNLP 2022 AutoML Two-Sample Test NeurIPS 2022 A Witness Two-Sample Test AISTATS 2022 AZ-whiteness test: a test for signal uncorrelation on spatio-temporal graphs NeurIPS 2022 Bayesian Nonparametric Learning for Point Processes with Spatial Homogeneity: A Spatial Analysis of NBA Shot Locations ICML 2022 Binary independent component analysis: a non-stationarity-based approach UAI 2022 Bounding and Approximating Intersectional Fairness through Marginal Fairness NeurIPS 2022