2 papers
cs.AI2026
On the Relationship between Bayesian Networks and Probabilistic Structural Causal Models
Peter J. F. Lucas, Eleonora Zullo, Fabio Stella
In this paper, the relationship between probabilistic graphical models, in particular Bayesian networks, and causal diagrams, also called structural causal models, is studied. Stru…
stat.ML2025
Causal Discovery on Higher-Order Interactions
Alessio Zanga, Marco Scutari, Fabio Stella
Causal discovery combines data with knowledge provided by experts to learn the DAG representing the causal relationships between a given set of variables. When data are scarce, bag…