Statistical Learning

Proportion-based Sensitivity Analysis of Uncontrolled Confounding Bias in Causal Inference IJCAI 2024 Proving Test Set Contamination in Black-Box Language Models ICLR 2024 Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner NeurIPS 2024 Quantifying the Role of Textual Predictability in Automatic Speech Recognition Interspeech 2024 Quasi-Bayes meets Vines NeurIPS 2024 Random Forest Weighted Local Fréchet Regression with Random Objects JMLR 2024 Randomized algorithms and PAC bounds for inverse reinforcement learning in continuous spaces NeurIPS 2024 Rates of convergence for density estimation with generative adversarial networks JMLR 2024 Real-Time Selection Under General Constraints via Predictive Inference NeurIPS 2024 Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous Driving NeurIPS 2024 Reinforcement Learning Under Latent Dynamics: Toward Statistical and Algorithmic Modularity NeurIPS 2024 Reliable Learning of Halfspaces under Gaussian Marginals NeurIPS 2024 Replicable Uniformity Testing NeurIPS 2024 RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content NeurIPS 2024 Rethinking Information-theoretic Generalization: Loss Entropy Induced PAC Bounds ICLR 2024 Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution NeurIPS 2024 Revealing Confounding Biases: A Novel Benchmarking Approach for Aggregate-Level Performance Metrics in Health Assessments Interspeech 2024 Revealing Distribution Discrepancy by Sampling Transfer in Unlabeled Data NeurIPS 2024 Revealing the Proximate Long-Tail Distribution in Compositional Zero-Shot Learning AAAI 2024 Risk Bounds of Accelerated SGD for Overparameterized Linear Regression ICLR 2024 Risk Estimation in a Markov Cost Process: Lower and Upper Bounds ICML 2024 Robust Conformal Prediction Using Privileged Information NeurIPS 2024 Robust Distribution Learning with Local and Global Adversarial Corruptions (extended abstract) COLT 2024 Robust Evaluation Measures for Evaluating Social Biases in Masked Language Models AAAI 2024 Robust group and simultaneous inferences for high-dimensional single index model NeurIPS 2024