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cs.LG2026
Federated Causal Discovery via Regression-Directed Cumulants
Pablo Torrijos, Fabio Stella, José A. Gámez +1
In this paper we study linear non-Gaussian acyclic models (LiNGAM) when used in federated environments. These causal models allow one to go beyond Markov equivalence. However, in m…
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…