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Conditionally independent data generation.

, , , , , and . UAI, volume 161 of Proceedings of Machine Learning Research, page 2050-2060. AUAI Press, (2021)

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Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions., , , and . NeurIPS, page 14346-14356. (2019)Applications of Common Entropy for Causal Inference., , , , and . NeurIPS, (2020)Approximate Causal Effect Identification under Weak Confounding., , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 15125-15143. PMLR, (2023)Communication theoretic analysis of the synaptic channel for cortical neurons., , and . Nano Commun. Networks, 4 (3): 131-141 (2013)Causality: From Learning to Generative Models. (2018)Entropie causality anc greedy minimum entropy coupling., , , and . ISIT, page 1465-1469. IEEE, (2017)Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand., , and . CoRR, (2024)Entropic Causality and Greedy Minimum Entropy Coupling., , , and . CoRR, (2017)Finding Invariant Predictors Efficiently via Causal Structure., , and . UAI, volume 216 of Proceedings of Machine Learning Research, page 1196-1206. PMLR, (2023)CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training., , , and . ICLR (Poster), OpenReview.net, (2018)