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20112026
most citedComparative analysis of two discretizations of Ricci curvature for complex networks

121 citations · 538 across the 72 of their papers we have counts for

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17 papers · 1 filter

math.DG2026

Structure theorems for Lichnerowicz-sharp graphs

Yanlong Ding, Shiping Liu, Chiyu Zhou

Hypercube graphs are fundamental model spaces of positive curvature in discrete comparison geometry. Let be a finite, connected, simple, unweighted graph with Bakry--Émery curv…

math.DG2026

Equivalence of Lin--Lu--Yau curvature and 1/2-Ollivier curvature on weighted graphs

Shiping Liu, Yunyan Yang

In this note, we prove that, on weighted graphs, the Lin--Lu--Yau curvature coincides with the -Ollivier curvature up to scaling whenever the idleness parameter . Mor…

math.DG2026

Regular Lichnerowicz-sharp graphs are hypercube bundles

Yanlong Ding, Shiping Liu, Chiyu Zhou

Hypercube graphs are fundamental model spaces of positive curvature in discrete comparison geometry. Let be a finite, connected, simple, unweighted graph with Bakry--Émery curv…

math.DG2025

A generalized Cheeger inequality and the Steklov Problem on finite graphs

Bobo Hua, Supanat Kamtue, Shiping Liu +2

We prove generalized Cheeger inequalities for eigenvalues of Laplacians for reversible Markov chains. Then we apply Hassannezhad and Miclo's convergence result to obtain Jammes Che…

math.DG2025

Quantitative Obata's theorem in discrete setting

Shiping Liu, Chiyu Zhou

Under mild assumptions, we show that a connected weighted graph with lower Ricci curvature bound in the sense of Bakry-Émery and the -th non-zero Laplacian eigenvalue…

math.DG2024★ 1 cited

Ricci curvature, diameter and eigenvalues of amply regular graphs

Kaizhe Chen, Chunyang Hu, Shiping Liu +1

Amply regular graphs are graphs with local distance-regularity constraints. In this paper, we prove a weaker version of a conjecture proposed by Qiao, Park, and Koolen on diameter…

math.DG2024

Entropic curvature not comparable to other curvatures -- or is it?

Supanat Kamtue, Shiping Liu, Florentin Münch +1

In this paper we consider global -curvatures of finite Markov chains with associated means in the spirit of the entropic curvature (based on the logarithmic mean) by Erbar-M…

math.DG2023

Bakry-Émery calculus for entropic curvature, new diameter estimates, and spectral gaps

Supanat Kamtue, Shiping Liu, Florentin Münch +1

In this paper, we propose a generalization of Bakry-Émery's calculus which allows us to formulate both Bakry-Émery and entropic curvature simultaneously. This formulation represent…

math.DG2023★ 1 cited

Graph bundles and Ricci-flatness

Wenbo Li, Shiping Liu

We develop a systematical way of constructing S-Ricci flat graphs which are not Abelian Cayley via graph bundle with explicit examples. For this purpose, we prove that, with some n…

math.DG2017★ 121 cited

Comparative analysis of two discretizations of Ricci curvature for complex networks

Areejit Samal, R. P. Sreejith, Jiao Gu +3

We have performed an empirical comparison of two distinct notions of discrete Ricci curvature for graphs or networks, namely, the Forman-Ricci curvature and Ollivier-Ricci curvatur…

math.DG2017

A note on eigenvalue bounds for non-compact manifolds

Matthias Keller, Shiping Liu, Norbert Peyerimhoff

In this article we prove upper bounds for the Laplace eigenvalues below the essential spectrum for strictly negatively curved Cartan-Hadamard manifolds. Our bound is given in…

math.DG2017

Rigidity properties of the hypercube via Bakry-Emery curvature

Shiping Liu, Florentin Münch, Norbert Peyerimhoff

We give rigidity results for the discrete Bonnet-Myers diameter bound and the Lichnerowicz eigenvalue estimate. Both inequalities are sharp if and only if the underlying graph is a…

math.DG2017★ 12 cited

Distance bounds for graphs with some negative Bakry-Émery curvature

Shiping Liu, Florentin Münch, Norbert Peyerimhoff +1

We prove distance bounds for graphs possessing positive Bakry-Émery curvature apart from an exceptional set, where the curvature is allowed to be non-positive. If the set of non-po…

math.DG2016★ 1 cited

Ricci curvature and eigenvalue estimates for the magnetic Laplacian on manifolds

Michela Egidi, Shiping Liu, Florentin Münch +1

In this paper, we present a Lichnerowicz type estimate and (higher order) Buser type estimates for the magnetic Laplacian on a closed Riemannian manifold with a magnetic potential.…

math.DG2016★ 46 cited

Bakry-Emery curvature and diameter bounds on graphs

Shiping Liu, Florentin Münch, Norbert Peyerimhoff

We prove diameter bounds for graphs having positive Ricci-curvature bound in Bakry-Emery sense. One result using only curvature and maximal vertex degree is sharp in case of hyperc…

math.DG2014★ 14 cited

An optimal dimension-free upper bound for eigenvalue ratios

Shiping Liu

On a closed weighted Riemannian manifold with nonnegative Bakry-Émery Ricci curvature, it is shown that the ratio of the -th to first eigenvalues of the weighted Laplacian is do…

math.DG2013★ 14 cited

Liouville theorems for -harmonic maps into Hadamard spaces

Bobo Hua, Shiping Liu, Chao Xia

In this paper, we study harmonic functions on weighted manifolds and harmonic maps from weighted manifolds into Hadamard spaces introduced by Korevaar and Schoen. We prove Liouvill…