Statistical Learning

BEIR-NL: Zero-shot Information Retrieval Benchmark for the Dutch Language COLING 2025 Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025 Benign Overfitting in Out-of-Distribution Generalization of Linear Models ICLR 2025 Beyond Clean Training Data: A Versatile and Model-Agnostic Framework for Out-of-Distribution Detection with Contaminated Training Data CVPR 2025 Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge ICLR 2025 Beyond statistical significance: Quantifying uncertainty and statistical variability in multilingual and multitask NLP evaluation IJCNLP 2025 Beyond Text Compression: Evaluating Tokenizers Across Scales ACL 2025 Black-Box Detection of Language Model Watermarks ICLR 2025 Bounds on L_p Errors in Density Ratio Estimation via f-Divergence Loss Functions ICLR 2025 Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty JMLR 2025 Calm Composite Losses: Being Improper Yet Proper Composite AISTATS 2025 Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025 Can Neural Networks Achieve Optimal Computational-statistical Tradeoff? An Analysis on Single-Index Model ICLR 2025 Can Unconfident LLM Annotations Be Used for Confident Conclusions? NAACL 2025 Capability Salience Vector: Fine-grained Alignment of Loss and Capabilities for Downstream Task Scaling Law ACL 2025 CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025 Causal Effect of Functional Treatment JMLR 2025 Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025 Certified Machine Unlearning Under High Dimensional Regime JMLR 2025 Classification in the high dimensional Anisotropic mixture framework: A new take on Robust Interpolation JMLR 2025 Class Imbalance in Anomaly Detection: Learning from an Exactly Solvable Model AISTATS 2025 CliME: Evaluating Multimodal Climate Discourse on Social Media and the Climate Alignment Quotient (CAQ) ACL 2025 CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts ICCV 2025 CoAlign: Uncertainty Calibration of LLM for Geospatial Repartition ACL 2025 Collaborative likelihood-ratio estimation over graphs JMLR 2025