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