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Exploiting Independent Instruments: Identification and Distribution Generalization.

, , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 18935-18958. PMLR, (2022)

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A Causal Framework for Distribution Generalization., , , , and . IEEE Trans. Pattern Anal. Mach. Intell., 44 (10): 6614-6630 (2022)Causal Models for Dynamical Systems., , and . Probabilistic and Causal Inference, volume 36 of ACM Books, ACM, (2022)Boosted Control Functions., , , and . CoRR, (2023)Identifying Representations for Intervention Extrapolation., , , , and . CoRR, (2023)Interpreting tree ensemble machine learning models with endoR., , , and . PLoS Comput. Biol., 18 (12): 1010714 (December 2022)Exploiting Independent Instruments: Identification and Distribution Generalization., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 18935-18958. PMLR, (2022)Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning., , , , , , , , and . NeurIPS (Competition and Demos), volume 176 of Proceedings of Machine Learning Research, page 246-258. PMLR, (2021)Identifying Causal Structure in Large-Scale Kinetic Systems., , and . CoRR, (2018)Supervised Learning and Model Analysis with Compositional Data., , , and . CoRR, (2022)Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning., , , , , , , , and . CoRR, (2022)