statistical inference

Permutation-Based Hypothesis Testing for Neural Networks AAAI 2024 Power of knockoff: The impact of ranking algorithm, augmented design, and symmetric statistic JMLR 2024 Scalable Resampling in Massive Generalized Linear Models via Subsampled Residual Bootstrap JMLR 2024 Semi-supervised Inference for Block-wise Missing Data without Imputation JMLR 2024 Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees AAAI 2024 Statistical Inference for Fairness Auditing JMLR 2024 Stratified Prediction-Powered Inference for Effective Hybrid Evaluation of Language Models NeurIPS 2024 Task-Agnostic Machine-Learning-Assisted Inference NeurIPS 2024 The Real Deal Behind the Artificial Appeal: Inferential Utility of Tabular Synthetic Data UAI 2024 The Star Geometry of Critic-Based Regularizer Learning NeurIPS 2024 Uncertainty Quantification for Data-Driven Change-Point Learning via Cross-Validation AAAI 2024 What Are the Odds? Language Models Are Capable of Probabilistic Reasoning EMNLP 2024 Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference NeurIPS 2024 Bootstrap in High Dimension with Low Computation ICML 2023 Confidence and Uncertainty Assessment for Distributional Random Forests JMLR 2023 Differentially Private Hypothesis Testing for Linear Regression JMLR 2023 Differentially Private Statistical Inference through β-Divergence One Posterior Sampling NeurIPS 2023 Explainability as statistical inference ICML 2023 False Discovery Proportion control for aggregated Knockoffs NeurIPS 2023 Geodesically convex M-estimation in metric spaces COLT 2023 HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation JMLR 2023 Inference for a Large Directed Acyclic Graph with Unspecified Interventions JMLR 2023 No time to waste: practical statistical contact tracing with few low-bit messages AISTATS 2023 On Distance and Kernel Measures of Conditional Dependence JMLR 2023 “Plus/minus the learning rate”: Easy and Scalable Statistical Inference with SGD AISTATS 2023