Paths counting on simple graphs: from escape to localization
S.K. Nechaev, M.V. Tamm, and O.V. Valba

TL;DR
This paper investigates how the number of paths of length N behaves on infinite graphs with a special vertex, revealing conditions under which paths tend to localize near this vertex due to its high connectivity.
Contribution
It identifies the conditions for localization of paths near a special vertex on various classes of infinite graphs, linking it to the vertex's functionality and graph topology.
Findings
Localization occurs for high enough vertex functionality.
Transition points depend on large-scale graph topology.
Spectral analysis supports localization phenomena.
Abstract
We study the asymptotic behavior of the number of paths of length on several classes of infinite graphs with a single special vertex. This vertex can work as an entropic trap for the path, i.e. under certain conditions the dominant part of long paths become localized in the vicinity of the special point instead of spreading to infinity. We study the conditions for such localization on decorated star graphs, regular trees and regular hyperbolic graphs as a function of the functionality of the special vertex. In all cases the localization occurs for large enough functionality. The particular value of transition point depends on the large-scale topology of the graph. The emergence of localization is supported by the analysis of the spectra of the adjacency matrices of corresponding finite graphs.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
