Work

A Geometric Principle for Path Selection in Directed Acyclic Graphs

Year: 2026
Type: preprint
Abstract: There are many types of path between nodes of a Directed acyclic graph (DAG), including the shortest and longest paths. Here, we ask whether the choice of path used in any analysis reflects the geometry of the latent space in which the DAG is embedded. To do this we define L_p-cube spacetimes, a family of continuous ordered spaces in which a single parameter p determines whether the ordered distance satisfies the ordered triangle identity when p>1, or the reverse ordered triangle identity when 01, where the ordered triangle identity holds, the shortest paths provide the closest approximation to the continuum ordered geodesic while for 0
Language: English
Open Access status: green
OpenAlex ID: W7223124394
Cites: 4
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Related to: 10