Statistics

Are all models wrong? Fundamental limits in distribution-free empirical model falsification COLT 2025 A Sample Efficient Conditional Independence Test in the Presence of Discretization ICML 2025 Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions JMLR 2025 Best Linear Unbiased Estimate from Privatized Contingency Tables JMLR 2025 Beyond cognacy ACL 2025 Beyond Sin-Squared Error: Linear Time Entrywise Uncertainty Quantification for Streaming PCA UAI 2025 Bias-variance decompositions: the exclusive privilege of Bregman divergences JMLR 2025 Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty JMLR 2025 Catoni Contextual Bandits are Robust to Heavy-tailed Rewards ICML 2025 Composite Goodness-of-fit Tests with Kernels JMLR 2025 Computational Equivalence of Spiked Covariance and Spiked Wigner Models via Gram-Schmidt Perturbation COLT 2025 Contrastive Functional Principal Component Analysis AAAI 2025 Data Monitoring for Large Scale Public Health Data AAAI 2025 DIACU: A dataset for the DIAchronic analysis of Church Slavonic ACL 2025 Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies JMLR 2025 Differentially Private Boxplots ICML 2025 Differentially Private Multivariate Medians JMLR 2025 Distribution Estimation under the Infinity Norm JMLR 2025 Fingerprinting LLMs through Survey Item Factor Correlation: A Case Study on Humor Style Questionnaire EMNLP 2025 Fixed-Confidence Multiple Change Point Identification under Bandit Feedback ICML 2025 Free-running vs Synchronous: Single-Photon Lidar for High-flux 3D Imaging ICCV 2025 From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective JMLR 2025 Gaussian Graphical Modelling Without Independence Assumptions for Uncentered Data AAAI 2025 Gaussian Mean Testing under Truncation AISTATS 2025 Generalized multi-view model: Adaptive density estimation under low-rank constraints JMLR 2025