Statistics

The Test of Tests: A Framework for Differentially Private Hypothesis Testing ICML 2023 Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty AISTATS 2023 A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation ICML 2022 A new similarity measure for covariate shift with applications to nonparametric regression ICML 2022 Archimedes Meets Privacy: On Privately Estimating Quantiles in High Dimensions Under Minimal Assumptions NeurIPS 2022 A Unified Statistical Learning Model for Rankings and Scores with Application to Grant Panel Review JMLR 2022 Distributed Bootstrap for Simultaneous Inference Under High Dimensionality JMLR 2022 Efficient Aggregated Kernel Tests using Incomplete U-statistics NeurIPS 2022 Estimating the Entropy of Linguistic Distributions ACL 2022 Exact Paired-Permutation Testing for Structured Test Statistics NAACL 2022 Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022 Laplacian Constrained Precision Matrix Estimation: Existence and High Dimensional Consistency AISTATS 2022 Least Squares Estimation using Sketched Data with Heteroskedastic Errors ICML 2022 Metrics of Calibration for Probabilistic Predictions JMLR 2022 Network Regression with Graph Laplacians JMLR 2022 One-bit Submission for Locally Private Quasi-MLE: Its Asymptotic Normality and Limitation AISTATS 2022 Online Control of the False Discovery Rate under "Decision Deadlines" AISTATS 2022 Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions NeurIPS 2022 PAC Mode Estimation using PPR Martingale Confidence Sequences AISTATS 2022 Perceptual Evaluation of Penetrating Voices through a Semantic Differential Method Interspeech 2022 Projected Statistical Methods for Distributional Data on the Real Line with the Wasserstein Metric JMLR 2022 Refined Convergence Rates for Maximum Likelihood Estimation under Finite Mixture Models ICML 2022 Robust Sparse Mean Estimation via Sum of Squares COLT 2022 Sharp Constants in Uniformity Testing via the Huber Statistic COLT 2022 Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022