Statistics

Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025 Conformalized Interval Arithmetic with Symmetric Calibration AAAI 2025 Conformal Prediction for Zero-Shot Models CVPR 2025 Contextual Metric Meta-Evaluation by Measuring Local Metric Accuracy NAACL 2025 Contrastive Functional Principal Component Analysis AAAI 2025 Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies JMLR 2025 Distance Estimation for High-Dimensional Discrete Distributions AISTATS 2025 Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters JMLR 2025 Don’t Sweat the Small Stuff: Segment-Level Meta-Evaluation Based on Pairwise Difference Correlation EMNLP 2025 Empirical Error Estimates for Graph Sparsification AISTATS 2025 Estimation of Large Zipfian Distributions with Sort and Snap AISTATS 2025 Feature Selection for Latent Factor Models CVPR 2025 From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective JMLR 2025 Identifying Vocal and Facial Biomarkers of Depression in Large-Scale Remote Recordings: A Multimodal Study Using Mixed-Effects Modeling Interspeech 2025 Influence of Room Acoustics on Objective Voice Assessment Methods in the Context of Speech and Language Therapy Interspeech 2025 Investigating Subjective Factors of Argument Strength: Storytelling, Emotions, and Hedging ACL 2025 Keep Guessing? When Considering Inference Scaling, Mind the Baselines NAACL 2025 Learning High-dimensional Gaussians from Censored Data AISTATS 2025 Linear Hypothesis Testing in High-Dimensional Expected Shortfall Regression with Heavy-Tailed Errors JMLR 2025 Max-Rank: Efficient Multiple Testing for Conformal Prediction AISTATS 2025 Mitigating Label Length Bias in Large Language Models IJCNLP 2025 Nyström Kernel Stein Discrepancy AISTATS 2025 On the Robustness of Kernel Goodness-of-Fit Tests JMLR 2025 Optimal downsampling for Imbalanced Classification with Generalized Linear Models AISTATS 2025 Ordered V-information Growth: A Fresh Perspective on Shared Information AISTATS 2025