Statistics

On the well-spread property and its relation to linear regression COLT 2022 Optimal Mean Estimation without a Variance COLT 2022 Optimal Rates for Regularized Conditional Mean Embedding Learning NeurIPS 2022 Optimal SQ Lower Bounds for Robustly Learning Discrete Product Distributions and Ising Models COLT 2022 Orthogonal Statistical Learning with Self-Concordant Loss COLT 2022 Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions NeurIPS 2022 PAC Mode Estimation using PPR Martingale Confidence Sequences AISTATS 2022 Parametric Bootstrap for Differentially Private Confidence Intervals AISTATS 2022 Precise Learning Curves and Higher-Order Scalings for Dot-product Kernel Regression NeurIPS 2022 Private High-Dimensional Hypothesis Testing COLT 2022 Quantified Reproducibility Assessment of NLP Results ACL 2022 Refined Convergence Rates for Maximum Likelihood Estimation under Finite Mixture Models ICML 2022 Robust Estimation for Random Graphs COLT 2022 Robust Testing in High-Dimensional Sparse Models NeurIPS 2022 RUMs from Head-to-Head Contests ICML 2022 Searching for a Higher Power in the Human Evaluation of MT EMNLP 2022 Semiparametric causal sufficient dimension reduction of multidimensional treatments UAI 2022 Sensing Cox Processes via Posterior Sampling and Positive Bases AISTATS 2022 Sequential algorithmic modification with test data reuse UAI 2022 Sharp Constants in Uniformity Testing via the Huber Statistic COLT 2022 Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022 Single Trajectory Nonparametric Learning of Nonlinear Dynamics COLT 2022 Sparse Hypergraph Community Detection Thresholds in Stochastic Block Model NeurIPS 2022 Speech imitation skills predict automatic phonetic convergence: a GMM-UBM study on L2 Interspeech 2022 Spiked Covariance Estimation from Modulo-Reduced Measurements AISTATS 2022