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Learning Instrumental Variable from Data Fusion for Treatment Effect Estimation.

, , , , , , , , and . AAAI, page 10324-10332. AAAI Press, (2023)

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Learning Decomposed Representations for Treatment Effect Estimation., , , , , , , and . IEEE Trans. Knowl. Data Eng., 35 (5): 4989-5001 (May 2023)Edge-Cloud Polarization and Collaboration: A Comprehensive Survey for AI., , , , , , , , , and 8 other author(s). IEEE Trans. Knowl. Data Eng., 35 (7): 6866-6886 (July 2023)Treatment Effect Estimation with Unmeasured Confounders in Data Fusion., , , , , , , , and . CoRR, (2022)Hierarchical Topological Ordering with Conditional Independence Test for Limited Time Series., , , , and . CoRR, (2023)Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition., , , , , , and . ACM Trans. Knowl. Discov. Data, 16 (4): 74:1-74:20 (2022)Stable Estimation of Heterogeneous Treatment Effects., , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 37496-37510. PMLR, (2023)Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects., , , , , , , and . CoRR, (2024)Edge-Cloud Polarization and Collaboration: A Comprehensive Survey., , , , , , , , , and 8 other author(s). CoRR, (2021)Confounder Balancing for Instrumental Variable Regression with Latent Variable., , , , and . CoRR, (2022)Instrumental Variables in Causal Inference and Machine Learning: A Survey., , , and . CoRR, (2022)