Statistical Learning

Dataset Distillation with Neural Characteristic Function: A Minmax Perspective CVPR 2025 Data Shapley in One Training Run ICLR 2025 DDB: Diffusion Driven Balancing to Address Spurious Correlations ICCV 2025 Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025 Deep Kernel Relative Test for Machine-generated Text Detection ICLR 2025 Defending Against Repetitive Backdoor Attacks on Semi-Supervised Learning through Lens of Rate-Distortion-Perception Trade-Off WACV 2025 Density Estimation Using the Perceptron JMLR 2025 Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025 Deterministic Object Pose Confidence Region Estimation ICCV 2025 Did Translation Models Get More Robust Without Anyone Even Noticing? ACL 2025 Differentially private learners for heterogeneous treatment effects ICLR 2025 Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models ICML 2025 Discovering Spoofing Attempts on Language Model Watermarks ICML 2025 Dissecting the Impact of Model Misspecification in Data-Driven Optimization AISTATS 2025 Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal ICML 2025 Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters JMLR 2025 Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions NAACL 2025 Do LLMs Give Psychometrically Plausible Responses in Educational Assessments? ACL 2025 Do Mice Grok? Glimpses of Hidden Progress in Sensory Cortex ICLR 2025 Don’t Sweat the Small Stuff: Segment-Level Meta-Evaluation Based on Pairwise Difference Correlation EMNLP 2025 DOVE: A Large-Scale Multi-Dimensional Predictions Dataset Towards Meaningful LLM Evaluation ACL 2025 Do Vendi Scores Converge with Finite Samples? Truncated Vendi Score for Finite-Sample Convergence Guarantees UAI 2025 DRM Revisited: A Complete Error Analysis JMLR 2025 Dynamic angular synchronization under smoothness constraints JMLR 2025 Efficient and Accurate Explanation Estimation with Distribution Compression ICLR 2025