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Causal effect inference with deep latent-variable models

, , , , , and . Advances in neural information processing systems, (2017)

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Loop corrections for approximate inference, and . CoRR, (2006)Distinguishing between cause and effect., and . NIPS Causality: Objectives and Assessment, volume 6 of JMLR Proceedings, page 147-156. JMLR.org, (2010)Inference in the Promedas Medical Expert System., , , , , and . AIME, volume 4594 of Lecture Notes in Computer Science, page 456-460. Springer, (2007)Sufficient Conditions for Convergence of the Sum-Product Algorithm., and . IEEE Trans. Inf. Theory, 53 (12): 4422-4437 (2007)Cyclic Causal Discovery from Continuous Equilibrium Data., and . UAI, AUAI Press, (2013)Correcting for selection bias and missing response in regression using privileged information., , , , and . UAI, volume 216 of Proceedings of Machine Learning Research, page 195-205. PMLR, (2023)Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders., and . UAI, page 269-278. AUAI Press, (2018)From Deterministic ODEs to Dynamic Structural Causal Models., , , and . UAI, page 114-123. AUAI Press, (2018)Causal Discovery in the Presence of Measurement Error., , , and . UAI, page 570-579. AUAI Press, (2018)A weaker faithfulness assumption based on triple interactions., , and . UAI, volume 161 of Proceedings of Machine Learning Research, page 451-460. AUAI Press, (2021)