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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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Bibliographic Details
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, Ingridh^1,2 (AUTHOR), Kiesel, Rafael^2,3 (AUTHOR), Rodríguez, Verónica^3,4 (AUTHOR), Machucho, Rubén^1,5 (AUTHOR), Reyes, Alberto^4,6 (AUTHOR), Negrete, Marco^5,7 (AUTHOR), Ramírez, Gabriel^1,6 (AUTHOR), Luévano, Nicolás^1,2 (AUTHOR), Pequeño, Myriam^1,3 (AUTHOR), Medrano, Jesús^1,4 (AUTHOR), Weitkämper, Felix^5,7 (AUTHOR)
Source:	Entropy. May2026, Vol. 28 Issue 5, p577. 27p.
Database:	Academic Search Ultimate
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ISSN:	10994300
DOI:	10.3390/e28050577