Long scale Ollivier-Ricci curvature of graphs
David Cushing, Supanat Kamtue

TL;DR
This paper investigates the properties of long scale Ollivier-Ricci curvature in graphs, revealing its concave, piecewise linear nature and analyzing curvature in Cartesian products of regular graphs.
Contribution
It extends previous work on short scale curvature to long scale, providing bounds and analyzing curvature behavior in graph products.
Findings
Curvature function is concave and piecewise linear with up to 3 segments.
Bounds are established for the lengths of the first and last linear parts.
Curvature behavior in Cartesian products of regular graphs is characterized.
Abstract
We study the long scale Ollivier-Ricci curvature of graphs as a function of the chosen idleness. As in the previous work on the short scale, we show that this idleness function is concave and piecewise linear with at most linear parts. We provide bounds on the length of the first and last linear pieces. We also study the long scale curvature inside the Cartesian product of two regular 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.
