Paper · Mar 11, 2026

The Ricci flow with prescribed curvature on graphs

Yong Lin, Shuang Liu

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Abstract

In this paper, we consider the Ricci flow with prescribed curvature on the finite graph . For any in , where is the weight function, is Lin-Lu-Yau Ricci curvature, and is the prescribed curvature. By imposing invariance of the graph distance with respect to time , the Ricci flow introduced above characterizes the weight evolution governed by the Lin-Lu-Yau curvature. We first establish the existence and uniqueness of the solution to this equation on general graphs. Furthermore, for graphs with girth of at least 6, we prove that the Ricci flow converges exponentially to weights of if and only if is attainable (namely, there exist weights realizing ). In particular, we prove that the weights for constant curvature exist if and only if where denotes the set of edges within the induced subgraph of , and is the cardinality of the set . Viewing edge weights as metrics on surface tilings with girth of at least 5 or the duals of triangulations with vertex degrees exceeding 5, we demonstrate that our constant Lin-Lu-Yau curvature flow serves as an analog to the 2D combinatorial Ricci flow for piecewise constant curvature metrics, thereby providing an affirmative answer to Question 2 posed by Chow and Luo (J Differ Geom, 63(1) 2002).

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Connected papers

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 A version of Bakry-Émery Ricci flow on a finite graph (Bobo Hua, Yong Lin and Tao Wang, 2024)6Hua 2024 Branched α-combinatorial Ricci flows on closed surfaces with Euler characteristic χ≤ 0 (Wenjun Li, Rongyuan Liu, Guohao Chen et al., 2025)8Li 2025 On the Ricci flow on Trees (Shuliang Bai, Bobo Hua, Yong Lin et al., 2025)2Bai 2025 The weighted Forman and Lin-Lu-Yau Ricci flow on graphs (Shuliang Bai, Shuang Liu and Xin Lai, 2026)3Bai 2026 The Calabi flow with prescribed curvature on finite graphs (Yi Li, Jie Wang, Pingsan Yuan et al., 2026)4Li 2026 The Ollivier Ricci flow with prescribed curvature on infinite graphs (Bobo Hua, Yong Lin and Shuang Liu, 2026)1Hua 2026 Equivalence of Lin–Lu–Yau curvature and 1/2-Ollivier curvature on weighted graphs (Shiping Liu and Yunyan Yang, 2026)5Liu 2026 Curvature Diffusion of Inverse-weight Lin–Lu–Yau Ricci Flow on Finite Trees (Shuliang Bai and Bobo Hua, 2026)7Bai 2026
Closer to the centre: more closely connected. Clockwise from the top: oldest to newest. Ricci flowWider flowsalso connected to each other
  1. The Ollivier Ricci flow with prescribed curvature on infinite graphs

    Bobo Hua, Yong Lin and Shuang Liu PDF

    Topics Discrete & graph Ricci, Stability & uniqueness · Same authors Yong Lin, Shuang Liu · Shared terms “prescribed curvature”, “Differ Geom”, “Lin”

  2. On the Ricci flow on Trees

    Shuliang Bai, Bobo Hua, Yong Lin et al. PDF

    Topics Discrete & graph Ricci · Same authors Yong Lin, Shuang Liu · Shared terms “Lin”, “edge weights”, “providing”

  3. The weighted Forman and Lin-Lu-Yau Ricci flow on graphs

    Shuliang Bai, Shuang Liu and Xin Lai PDF

    Topics Discrete & graph Ricci, Other curvature flows, Stability & uniqueness · Same author Shuang Liu · Shared terms “Lin”, “Yau Ricci”, “Yau curvature”

  4. The Calabi flow with prescribed curvature on finite graphs

    Yi Li, Jie Wang, Pingsan Yuan et al.Wider flows PDF

    Topics Discrete & graph Ricci, Other curvature flows · Shared terms “prescribed curvature”, “finite graph”, “Yau curvature”

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

    Shiping Liu and Yunyan Yang PDF

    Topics Discrete & graph Ricci, Long-time existence & convergence, Other curvature flows · Shared terms “Yau curvature”, “Lin”, “combinatorial”

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

    Bobo Hua, Yong Lin and Tao Wang PDF

    Topics Discrete & graph Ricci, Long-time existence & convergence, Stability & uniqueness · Same author Yong Lin · Shared terms “finite graph”

  7. Curvature Diffusion of Inverse-weight Lin–Lu–Yau Ricci Flow on Finite Trees

    Shuliang Bai and Bobo Hua PDF

    Topics Discrete & graph Ricci · Shared terms “Lin”, “Yau Ricci”, “edge weights”

  8. Branched -combinatorial Ricci flows on closed surfaces with Euler characteristic

    Wenjun Li, Rongyuan Liu, Guohao Chen et al. PDF

    Topics Discrete & graph Ricci, Surfaces, Long-time existence & convergence · Shared terms “prescribed curvature”, “combinatorial Ricci”

Read around it

Background reading

The guides for the topics of this paper: what each idea is, why it matters, and the papers to read first.

In the guidebook

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  2. 6D.11
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  3. 11A.12
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