Statistics

An Improved Algorithm for Learning Drifting Discrete Distributions AISTATS 2024 An information-theoretic lower bound in time-uniform estimation COLT 2024 A Polynomial Time, Pure Differentially Private Estimator for Binary Product Distributions ALT 2024 Approximate Information Tests on Statistical Submanifolds JMLR 2024 A Provable Decision Rule for Out-of-Distribution Detection ICML 2024 A Statistical Theory of Regularization-Based Continual Learning ICML 2024 A Subspace-Constrained Tyler's Estimator and its Applications to Structure from Motion CVPR 2024 autoMALA: Locally adaptive Metropolis-adjusted Langevin algorithm AISTATS 2024 Balancing Humans and Machines: A Study on Integration Scale and Its Impact on Collaborative Performance AAAI 2024 Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024 Bootstrapping Fisher Market Equilibrium and First-Price Pacing Equilibrium ICML 2024 Breaking the curse of dimensionality in structured density estimation NeurIPS 2024 ByMI: Byzantine Machine Identification with False Discovery Rate Control ICML 2024 Cautionary Tales on Synthetic Controls in Survival Analyses CLeaR 2024 Characterization of translation invariant MMD on Rd and connections with Wasserstein distances JMLR 2024 Coherence-free Entrywise Estimation of Eigenvectors in Low-rank Signal-plus-noise Matrix Models NeurIPS 2024 Comparing ambulatory voice measures during daily life with brief laboratory assessments in speakers with and without vocal hyperfunction Interspeech 2024 Computation-information gap in high-dimensional clustering COLT 2024 Concentration Inequalities for General Functions of Heavy-Tailed Random Variables ICML 2024 Concentration of empirical barycenters in metric spaces ALT 2024 Conditional Adjustment in a Markov Equivalence Class AISTATS 2024 Confidence Interval Estimation of Predictive Performance in the Context of AutoML AutoML 2024 Contrastive dimension reduction: when and how? NeurIPS 2024 Correlated Binomial Process COLT 2024 Covariate Shift Corrected Conditional Randomization Test NeurIPS 2024