Paper · Apr 21, 2022

Bakry-Émery curvature sharpness and curvature flow in finite weighted graphs. I. Theory

David Cushing, Supanat Kamtue, Shiping Liu, Florentin Münch, Norbert Peyerimhoff, Hugo Benedict Snodgrass

math.CAWider flowsarXiv:2204.10064v2
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Abstract

In this sequence of two papers, we introduce a curvature flow on (mixed) weighted graphs which is based on the Bakry-Émery calculus. The flow is described via a time-continuous evolution through the weighting schemes. By adapting this flow to preserve the Markovian property, its limits turn out to be curvature sharp. Our aim is to present the flow in the most general case of not necessarily reversible random walks allowing laziness, including vanishing transition probabilities along some edges ("degenerate" edges). This approach requires to extend all concepts (in particular, the Bakry-Émery curvature related notions) to this general case and it leads to a distinction between the underlying topology (a mixed combinatorial graph) and the weighting scheme (given by transition rates). We present various results about curvature sharp vertices and weighted graphs as well as some fundamental properties of this new curvature flow. This paper is accompanied by a second paper discussing the curvature flow implementation in Python for practical use. In this second paper we present examples and exhibit further properties of the flow.

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The 8 papers on this site closest to this one, judged by the topics they share, the words and phrases in their titles and abstracts, and their authors. They are not its citations, but a map of the work around it. Papers here go back to 2021, plus the canon.

Connected papers This paper in the centre and the 8 papers closest to it around it, in date order clockwise from the top. The closer a paper sits to the centre, the stronger the connection. This paper Parabolic frequency monotonicity on Ricci flow and Ricci-harmonic flow with bounded curvatures (Chuanhuan Li, Yi Li and Kairui Xu, 2022)8Li 2022 Time analyticity for the heat equation under Bakry-Émery Ricci curvature condition (Ling Wu, 2022)5Wu 2022 Bakry-Émery curvature sharpness and curvature flow in finite weighted graphs. II. Implementation (David Cushing, Supanat Kamtue, Shiping Liu et al., 2022)1Cushing 2022 A version of Bakry-Émery Ricci flow on a finite graph (Bobo Hua, Yong Lin and Tao Wang, 2024)3Hua 2024 Non-collapsing of Ricci shrinkers with bounded curvature (Conghan Dong and Yu Li, 2024)7Dong 2024 Rigidity of weighted manifolds via classification results for semilinear equations (Giulio Ciraolo, Alberto Farina and Troy Petitt, 2025)4Ciraolo 2025 Weighted volume comparison and monotonicity for L^p-bound of Bakry-Émery Ricci curvature (Jintao Ye and Xiaohua Zhu, 2026)6Ye 2026 Equivalence of Lin–Lu–Yau curvature and 1/2-Ollivier curvature on weighted graphs (Shiping Liu and Yunyan Yang, 2026)2Liu 2026
Closer to the centre: more closely connected. Clockwise from the top: oldest to newest. Ricci flowWider flowsalso connected to each other
  1. Bakry-Émery curvature sharpness and curvature flow in finite weighted graphs. II. Implementation

    David Cushing, Supanat Kamtue, Shiping Liu et al.Wider flows PDF

    Topics Limit spaces & RCD, Other curvature flows · Same authors David Cushing, Supanat Kamtue, Shiping Liu · Shared terms “weighted graphs”, “Émery curvature”, “curvature sharpness”

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

    Shiping Liu and Yunyan Yang PDF

    Topics Other curvature flows · Same author Shiping Liu · Shared terms “weighted graphs”, “combinatorial graph”

  3. A version of Bakry-Émery Ricci flow on a finite graph

    Bobo Hua, Yong Lin and Tao Wang PDF

    Topics Limit spaces & RCD · Shared terms “Bakry Émery”

  4. Rigidity of weighted manifolds via classification results for semilinear equations

    Giulio Ciraolo, Alberto Farina and Troy Petitt PDF

    Topics Limit spaces & RCD · Shared terms “Bakry Émery”, “sharpness”

  5. Time analyticity for the heat equation under Bakry-Émery Ricci curvature condition

    Ling Wu PDF

    Topics Limit spaces & RCD · Shared terms “Bakry Émery”

  6. Non-collapsing of Ricci shrinkers with bounded curvature

    Conghan Dong and Yu Li PDF

    Topics Limit spaces & RCD · Shared terms “Bakry Émery”

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  1. 6C.11
    Optimal Transport and Ricci CurvatureBook 6C · Nonlinear PDE: Variational and Geometric Methods

    Kantorovich duality, Wasserstein geometry, the heat equation as a gradient flow of entropy, displacement convexity, and Ricci curvature as convexity, from Lott–Sturm–Villani to McCann–Topping and the reduced volume.

  2. 9B.4
    Convergence of ManifoldsBook 9B · Comparison, Convergence and Heat on Manifolds

    Gromov–Hausdorff and Cheeger–Gromov convergence, and the compactness theorem.

  3. 11B.3
    Compactness of Ricci FlowsBook 11B · Solitons, Compactness and Singularities

    Hamilton’s compactness theorem and the missing injectivity radius bound.