Varadhan Asymptotics for the Heat Kernel on Finite Graphs
Stefan Steinerberger

TL;DR
This paper establishes a Varadhan-type asymptotic expansion for the heat kernel on finite graphs as time approaches zero, revealing detailed geometric information about the graph structure.
Contribution
It provides a discrete analogue of the classical Varadhan asymptotic for manifolds, refining previous results and highlighting geometric features like bipartiteness.
Findings
Asymptotic expansion of heat kernel for small t
Identification of geometric information from the expansion
Negative next term for bipartite graphs
Abstract
Let be a simple, finite graph and let denote the heat kernel on . The purpose of this short note is to show that for where is the usual Graph distance. This is the discrete analogue of the classical Varadhan asymptotic for the heat kernel on manifolds and refines a result of Keller, Lenz, M\"unch, Schmidt and Telcs. The asymptotic behavior encapsulates additional geometric information: if the Graph is bipartite, then the next term in the expansion is negative.
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.
Taxonomy
TopicsGraph theory and applications · Limits and Structures in Graph Theory · Point processes and geometric inequalities
