Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks †. - Avilés, Héctor; Gracia, Ingridh; Kiesel, Rafael; Rodríguez, Verónica; Machucho, Rubén; Reyes, Alberto; Negrete, Marco; Ramírez, Gabriel; Luévano, Nicolás; Pequeño, Myriam; Medrano, Jesús; Weitkämper, Felix (Entropy, 2026)