arxivstat.MLcs.LGmath.ST2026-07-01
Characterizing and Identifying Separable Graphical Models
Christopher Meek, Kayvan Sadeghi
We study a broad class of graphical models whose independencies correspond to vertex separation in mixed graphs with directed, undirected, and bidirected edges, that are capable of encoding independence structures arising from feedback, latent and selection mechanisms. In particu…