Higher d-separation obstructs toric vanishing ideals

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Let GG be a directed acyclic graph (DAG), and let i,ji,j be vertices of GG. A d-separating set for ii and jj is a set of vertices that d-separates them; consider the minimum cardinality of such a set. Higher d-separation conjecture. If the minimum size of a d-separating set for ii and jj is at least 22, then IGI_G is not toric. This conjecture would exclude many DAGs from having toric vanishing ideals and is intended as an auxiliary tool for the classification results; it remains open in the supplied text.

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Primary source

Pratik Misra and Seth Sullivant, “Directed Gaussian graphical models with toric vanishing ideals”, arXiv:2105.13357 (2022).

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