Causal Inference

Testing Conditional Independence with Deep Neural Network Based Binary Expansion Testing (DeepBET) AISTATS 2025 Testing Generalizability in Causal Inference UAI 2025 The Hardness of Validating Observational Studies with Experimental Data AISTATS 2025 The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025 Toward Falsifying Causal Graphs Using a Permutation-Based Test AAAI 2025 Towards Regulatory-Confirmed Adaptive Clinical Trials: Machine Learning Opportunities and Solutions AISTATS 2025 Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025 Verifying the Steps of Deductive Reasoning Chains ACL 2025 A/B testing under Interference with Partial Network Information AISTATS 2024 ACAMDA: Improving Data Efficiency in Reinforcement Learning through Guided Counterfactual Data Augmentation AAAI 2024 Adaptive Instrument Design for Indirect Experiments ICLR 2024 Adversarial Causal Bayesian Optimization ICLR 2024 A General Identification Algorithm For Data Fusion Problems Under Systematic Selection UAI 2024 AGR: Reinforced Causal Agent-Guided Self-explaining Rationalization ACL 2024 A Linear Algebraic Framework for Counterfactual Generation ICLR 2024 Amortized Active Causal Induction with Deep Reinforcement Learning NeurIPS 2024 An effective framework for estimating individualized treatment rules NeurIPS 2024 Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data ACL 2024 A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables ICLR 2024 Backdoor Adjustment via Group Adaptation for Debiased Coupon Recommendations AAAI 2024 Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference ICLR 2024 Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm NeurIPS 2024 CaMIL: Causal Multiple Instance Learning for Whole Slide Image Classification AAAI 2024 CausalCite: A Causal Formulation of Paper Citations ACL 2024 Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models CVPR 2024