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Beyond the Markov Equivalence Class: Extending Causal Discovery under Latent Confounding.

, , , and . CLeaR, volume 213 of Proceedings of Machine Learning Research, page 707-725. PMLR, (2023)

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A Bayesian Approach for Inferring Local Causal Structure in Gene Regulatory Networks., , , and . PGM, volume 72 of Proceedings of Machine Learning Research, page 37-48. PMLR, (2018)Beyond the Markov Equivalence Class: Extending Causal Discovery under Latent Confounding., , , and . CLeaR, volume 213 of Proceedings of Machine Learning Research, page 707-725. PMLR, (2023)Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models., , , and . NeurIPS, (2020)MASSIVE: Tractable and Robust Bayesian Learning of Many-Dimensional Instrumental Variable Models., , and . UAI, volume 124 of Proceedings of Machine Learning Research, page 1049-1058. AUAI Press, (2020)Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness., , and . AISTATS, volume 54 of Proceedings of Machine Learning Research, page 1523-1531. PMLR, (2017)Large-scale local causal inference of gene regulatory relationships., , and . Int. J. Approx. Reason., (2019)Greedy equivalence search in the presence of latent confounders., and . UAI, volume 180 of Proceedings of Machine Learning Research, page 443-452. PMLR, (2022)