Statistical Learning

Comparing Comparators in Generalization Bounds AISTATS 2024 Computational-Statistical Gaps for Improper Learning in Sparse Linear Regression COLT 2024 Computational-Statistical Gaps in Gaussian Single-Index Models (Extended Abstract) COLT 2024 Concentration and Moment Inequalities for General Functions of Independent Random Variables with Heavy Tails JMLR 2024 Concentration Inequalities for General Functions of Heavy-Tailed Random Variables ICML 2024 Conditional Density Estimation with Histogram Trees NeurIPS 2024 Conditional Outcome Equivalence: A Quantile Alternative to CATE NeurIPS 2024 Confidence is not Timeless: Modeling Temporal Validity for Rule-based Temporal Knowledge Graph Forecasting ACL 2024 Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees NeurIPS 2024 Conformal Autoregressive Generation: Beam Search with Coverage Guarantees AAAI 2024 Conformal Classification with Equalized Coverage for Adaptively Selected Groups NeurIPS 2024 Conformal Inductive Graph Neural Networks ICLR 2024 Conformal Inference for Online Prediction with Arbitrary Distribution Shifts JMLR 2024 Conformalized Deep Splines for Optimal and Efficient Prediction Sets AISTATS 2024 Conformalized Multiple Testing after Data-dependent Selection NeurIPS 2024 Conformal Prediction via Regression-as-Classification ICLR 2024 Conformal Risk Control ICLR 2024 Consistency of Neural Causal Partial Identification NeurIPS 2024 Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors AISTATS 2024 ConStat: Performance-Based Contamination Detection in Large Language Models NeurIPS 2024 CONTESTS: a Framework for Consistency Testing of Span Probabilities in Language Models EMNLP 2024 Correlated Binomial Process COLT 2024 COSMIC: Mutual Information for Task-Agnostic Summarization Evaluation ACL 2024 Counting Stars is Constant-Degree Optimal For Detecting Any Planted Subgraph: Extended Abstract COLT 2024 Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning AISTATS 2024