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

Avilés H, Gracia I, Kiesel R, Rodríguez V, Machucho R, Reyes A, Negrete M, Ramírez G, Luévano N, Pequeño M, Medrano J, Weitkämper F.

Open source

DOI
10.3390/e28050577
Published
2026-05-21
Container
Entropy (Basel)
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.3390/e28050577,
  title = {Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks.},
  author = {Avilés H and  Gracia I and  Kiesel R and  Rodríguez V and  Machucho R and  Reyes A and  Negrete M and  Ramírez G and  Luévano N and  Pequeño M and  Medrano J and  Weitkämper F.},
  year = {2026},
  journal = {Entropy (Basel)},
  doi = {10.3390/e28050577},
  url = {https://doi.org/10.3390/e28050577}
}

RIS

TY  - JOUR
TI  - Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks.
AU  - Avilés H
AU  -  Gracia I
AU  -  Kiesel R
AU  -  Rodríguez V
AU  -  Machucho R
AU  -  Reyes A
AU  -  Negrete M
AU  -  Ramírez G
AU  -  Luévano N
AU  -  Pequeño M
AU  -  Medrano J
AU  -  Weitkämper F.
PY  - 2026
JO  - Entropy (Basel)
DO  - 10.3390/e28050577
UR  - https://doi.org/10.3390/e28050577
ER  -

APA

H, A., I, G., R, K., V, R., R, M., A, R., M, N., G, R., N, L., M, P., J, M., & F., W. (2026). Causal Structure Learning Assumptions Shape Counterfactual Safety: Expert-Guided Constraints vs. Data-Driven DAGs with Probabilistic Logic Twin Networks.. Entropy (Basel). https://doi.org/10.3390/e28050577

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