mediation analysis

GAHMN: A Generative Approach for High-Dimensional Mediation Analysis AAAI 2026 Proximal Identification and Estimation in Front-Door Causal Structures with Unobserved Confounding of the Mediator UAI 2026 Double Debiased Machine Learning for Mediation Analysis with Continuous Treatments AISTATS 2025 Mediation Analysis for Probabilities of Causation AAAI 2025 Alternative Measures of Direct and Indirect Effects PGM 2024 Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning EMNLP 2024 A Causal Framework for Decomposing Spurious Variations NeurIPS 2023 AMDP: An Adaptive Detection Procedure for False Discovery Rate Control in High-Dimensional Mediation Analysis NeurIPS 2023 A Reinforcement Learning Framework for Dynamic Mediation Analysis ICML 2023 PWSHAP: A Path-Wise Explanation Model for Targeted Variables ICML 2023 Sharp Bounds for Generalized Causal Sensitivity Analysis NeurIPS 2023 Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022 Flow-based Attribution in Graphical Models: A Recursive Shapley Approach ICML 2021 Nested Counterfactual Identification from Arbitrary Surrogate Experiments NeurIPS 2021 Operationalizing Complex Causes: A Pragmatic View of Mediation ICML 2021 Exploring Logically Dependent Multi-task Learning with Causal Inference EMNLP 2020 A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019