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Elements of Causal Inference: Foundations and Learning Algorithms, , and . Adaptive Computation and Machine Learning MIT Press, Cambridge, MA, (2017)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)The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology., , and . CoRR, (2024)Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising, , , , , , , , and . (2011)Exploiting Independent Instruments: Identification and Distribution Generalization., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 18935-18958. PMLR, (2022)Regularizing towards Causal Invariance: Linear Models with Proxies., , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 8260-8270. PMLR, (2021)Boosted Control Functions., , , and . CoRR, (2023)Causal inference by using invariant prediction: identification and confidence intervals, , and . (2016)Counterfactual Reasoning and Learning Systems, , , , , , , , and . CoRR, (2012)