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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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Identifying Causal Structure in Large-Scale Kinetic Systems., , and . CoRR, (2018)Invariant Policy Learning: A Causal Perspective., , , and . CoRR, (2021)Identifiability of sparse causal effects using instrumental variables., and . UAI, volume 180 of Proceedings of Machine Learning Research, page 1613-1622. PMLR, (2022)Identifying Representations for Intervention Extrapolation., , , , and . ICLR, OpenReview.net, (2024)Effect-Invariant Mechanisms for Policy Generalization., , , , and . J. Mach. Learn. Res., (2024)Invariant Subspace Decomposition., , and . CoRR, (2024)Identifying Representations for Intervention Extrapolation., , , , and . CoRR, (2023)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)Exploiting Independent Instruments: Identification and Distribution Generalization., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 18935-18958. PMLR, (2022)Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise., , , and . J. Mach. Learn. Res., (2019)