Volume doubling, Poincar\'e inequality and Guassian heat kernel estimate for nonnegative curvature graphs
Paul Horn, Yong Lin, Shuang Liu, Shing-Tung Yau

TL;DR
This paper establishes fundamental geometric and analytic properties of graphs with non-negative curvature, including volume doubling, Gaussian heat kernel estimates, and finiteness of harmonic functions, extending classical Riemannian results to graph settings.
Contribution
It introduces curvature-dimension inequalities for graphs and proves key inequalities and properties analogous to Riemannian geometry, such as volume doubling and heat kernel estimates.
Findings
Graphs with non-negative curvature satisfy volume doubling.
Gaussian heat kernel estimates hold for such graphs.
Finite-dimensionality of harmonic functions with polynomial growth is established.
Abstract
By studying the heat semigroup, we prove Li-Yau type estimates for bounded and positive solutions of the heat equation on graphs, under the assumption of the curvature-dimension inequality , which can be consider as a notion of curvature for graphs. Furthermore, we derive that if a graph has non-negative curvature then it has the volume doubling property, from this we can prove the Gaussian estimate for heat kernel, and then Poincar\'e inequality and Harnack inequality. As a consequence, we obtain that the dimension of space of harmonic functions on graphs with polynomial growth is finite, which original is a conjecture of Yau on Riemannian manifold proved by Colding and Minicozzi. Under the assumption of positive curvature on graphs, we derive the Bonnet-Myers type theorem that the diameter of graphs is finite and bounded above in terms of the positive curvature by proving…
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
TopicsGeometric Analysis and Curvature Flows · Nonlinear Partial Differential Equations · Geometry and complex manifolds
