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Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks †.

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Title: Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks †.
Authors: Avilés, Héctor1 (AUTHOR), Gracia, Ingridh1,2 (AUTHOR), Kiesel, Rafael2,3 (AUTHOR), Rodríguez, Verónica3,4 (AUTHOR), Machucho, Rubén1,5 (AUTHOR), Reyes, Alberto4,6 (AUTHOR), Negrete, Marco5,7 (AUTHOR), Ramírez, Gabriel1,6 (AUTHOR), Luévano, Nicolás1,2 (AUTHOR), Pequeño, Myriam1,3 (AUTHOR), Medrano, Jesús1,4 (AUTHOR), Weitkämper, Felix5,7 (AUTHOR)
Source: Entropy. May2026, Vol. 28 Issue 5, p577. 27p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Entropy%22">Entropy</searchLink>. May2026, Vol. 28 Issue 5, p577. 27p.
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