On a distance Laplacian analog of Brouwer's conjecture for several classes of graphs
Pith reviewed 2026-06-27 22:02 UTC · model grok-4.3
The pith
The distance Laplacian analog of Brouwer's conjecture holds for all sufficiently large graphs of bounded diameter, all but two diameter-2 graphs, and all graphs with maximum degree n-k above a size threshold depending on k.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
For any connected graph G the inequality sum from i=1 to r of the i-th largest distance Laplacian eigenvalue is at most the Wiener index W(G) plus the binomial coefficient of r+2 choose 3. This holds for every connected graph of diameter at most D when n is at least the ceiling of (4/9)(D+1)^3; it holds for every diameter-2 graph except K_{1,3} when r=2 and K_{1,4} when r=3; and it holds whenever the maximum degree equals n-k once n meets or exceeds N(k) with N(2)=10 and N(k) equal to the ceiling of 5(k-1)^{3/2} for k at least 3.
What carries the argument
Decomposition of the distance Laplacian matrix into a sum of Laplacian matrices of auxiliary graphs whose edges connect pairs of vertices at distance at least a fixed threshold, allowing classical bounds on Laplacian eigenvalues to be applied term by term.
If this is right
- Every fixed diameter D yields a finite threshold beyond which the conjecture holds for all larger graphs.
- All diameter-2 graphs satisfy the bound except the two listed small exceptions at the two listed values of r.
- Any graph whose largest degree is n minus a fixed k satisfies the bound once the order exceeds the stated N(k).
- The three families together cover all graphs whose diameter is small, whose diameter is exactly two, or whose degree sequence is nearly regular at the top.
Where Pith is reading between the lines
- The same decomposition may produce explicit constants or remove the size thresholds for the three families.
- If the only exceptions in the diameter-2 case are the two stars already identified, the conjecture would hold for every connected graph of diameter two.
- The auxiliary-graph decomposition could be adapted to obtain analogous bounds for other distance-based matrices such as the distance signless Laplacian.
Load-bearing premise
The distance Laplacian matrix admits a decomposition into ordinary Laplacian matrices of auxiliary graphs that lets standard eigenvalue inequalities produce the desired numerical bound.
What would settle it
A single counterexample graph of diameter D with at least ceil((4/9)(D+1)^3) vertices for which the partial sum of distance Laplacian eigenvalues exceeds W(G) plus binom(r+2,3) for some r.
Figures
read the original abstract
Zhou et al. (2025) proposed a distance Laplacian analog of Brouwer's conjecture on partial sums of Laplacian eigenvalues, asserting that for any connected graph $G$, $\sum_{i=1}^r \partial_i^L(G)\le W(G)+\binom{r+2}{3},$ where $\partial_i^L(G)$ are the eigenvalues of the distance Laplacian matrix and $W(G)$ is the Wiener index. We prove this inequality for three broad classes of graphs, thereby improving and extending existing results. First, we prove that all connected graphs of diameter at most $D$ satisfy the inequality once the order $n$ satisfies $n\ge\lceil\frac49(D+1)^3\rceil$. Second, we show that the inequality holds for every diameter-$2$ graph with the only exceptions being $K_{1,3}$ at $r=2$ and $K_{1,4}$ at $r=3$. Third, we prove that if the maximum degree is $\Delta(G)=n-k$, then the inequality holds for all $n\ge N(k)$, where $N(2)=10$ and $N(k)=\lceil 5(k-1)^{3/2}\rceil$ for $k\ge 3$. Our proofs rely on decomposing the distance Laplacian matrix into Laplacian matrices of auxiliary graphs whose edges are vertex pairs at distance at least a prescribed value, together with classical eigenvalue inequalities.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves a distance-Laplacian analog of Brouwer's conjecture, namely that ∑_{i=1}^r ∂_i^L(G) ≤ W(G) + inom{r+2}{3} for any connected graph G, for three classes: (i) all connected graphs of diameter ≤ D once n ≥ ⌈(4/9)(D+1)^3⌉, (ii) all diameter-2 graphs except K_{1,3} (r=2) and K_{1,4} (r=3), and (iii) graphs with Δ(G)=n-k once n ≥ N(k) (with explicit N(2)=10 and N(k)=⌈5(k-1)^{3/2}⌉ for k≥3). All three proofs rest on writing the distance Laplacian as a sum of ordinary Laplacians of auxiliary graphs whose edges join pairs at distance at least a fixed threshold, followed by classical partial-sum eigenvalue inequalities.
Significance. If the matrix decompositions are exact, the results give concrete, large-scale support for the conjecture and improve earlier partial results by covering all sufficiently large graphs in each of the three families. The approach is standard but the explicit diameter and degree thresholds, together with the identification of the only two exceptional diameter-2 graphs, constitute a useful advance.
major comments (1)
- [the decomposition step (common to all three proofs)] The central proofs for all three classes rely on an exact matrix identity decomposing the distance Laplacian Diag(Tr) − D into a sum of ordinary graph Laplacians of auxiliary graphs G_k. Because the transmission vector Tr is defined from the distance matrix D, any such decomposition must simultaneously decompose both the diagonal and the off-diagonal blocks; an incomplete accounting of the zero-eigenvalue multiplicities or of the diagonal contributions would invalidate the subsequent application of Weyl/Ky-Fan bounds. The manuscript must exhibit the explicit identity (including verification that the auxiliary graphs are simple and that the sum reproduces both Tr and D) in the section where the auxiliary graphs are introduced.
Simulated Author's Rebuttal
We thank the referee for the careful reading and the constructive comment on the decomposition. We address it below and will revise the manuscript to incorporate the requested explicit identity.
read point-by-point responses
-
Referee: [the decomposition step (common to all three proofs)] The central proofs for all three classes rely on an exact matrix identity decomposing the distance Laplacian Diag(Tr) − D into a sum of ordinary graph Laplacians of auxiliary graphs G_k. Because the transmission vector Tr is defined from the distance matrix D, any such decomposition must simultaneously decompose both the diagonal and the off-diagonal blocks; an incomplete accounting of the zero-eigenvalue multiplicities or of the diagonal contributions would invalidate the subsequent application of Weyl/Ky-Fan bounds. The manuscript must exhibit the explicit identity (including verification that the auxiliary graphs are simple and that the sum reproduces both Tr and D) in the section where the auxiliary graphs are introduced.
Authors: We agree that the manuscript should contain an explicit matrix identity for the decomposition to ensure both the diagonal (Tr) and off-diagonal (D) contributions are fully accounted for, along with verification of simplicity of the auxiliary graphs and correct zero-eigenvalue handling. While the decomposition approach is outlined, the explicit identity with these verifications is not displayed. In the revised manuscript we will insert the required explicit identity immediately after the auxiliary graphs are defined, confirming that their Laplacians sum to Diag(Tr) − D exactly and that the subsequent Weyl/Ky-Fan applications remain valid. revision: yes
Circularity Check
No circularity; derivation uses external classical inequalities on explicit matrix decomposition
full rationale
The paper's proofs for the three classes rest on an explicit decomposition of the distance Laplacian into a sum of auxiliary graph Laplacians (defined by distance thresholds) followed by application of standard eigenvalue inequalities (Weyl, Ky Fan). No parameters are fitted to the target inequality, no quantity is defined in terms of itself, and no self-citation supplies a uniqueness theorem or ansatz that forces the result. The central claims therefore remain independent of the paper's own inputs and are not reduced by construction.
Axiom & Free-Parameter Ledger
axioms (1)
- standard math Classical eigenvalue inequalities (e.g., interlacing or majorization) hold for the Laplacian matrices of the auxiliary graphs constructed from distance thresholds.
Reference graph
Works this paper leans on
-
[1]
Andries E. Brouwer and Willem H. Haemers, Spectra of graphs , Springer, New York, 2012. DOI: 10.1007/978-1-4614-1939-6
-
[2]
Willem H. Haemers, Ali Mohammadian, and Behruz Tayfeh-Rezaie, On the sum of Laplacian eigenvalues of graphs, Linear Algebra and its Applications 432 (2010), no. 9, 2214–2221. DOI: 10.1016/j.laa.2009.03.038
-
[3]
DOI: 10.1016/j.laa.2026.01.026
Ke Wang, Zhen Lin, Shumin Zhang, and Chengfu Ye,A proof of Brouwer’s conjecture fork = 3, Linear Algebra and its Applications 736 (2026), 189–213. DOI: 10.1016/j.laa.2026.01.026
-
[4]
Zhibin Du and Bo Zhou, Upper bounds for the sum of Laplacian eigenvalues of graphs , Linear Algebra and its Applications 436 (2012), no. 9, 3672–3683. DOI: 10.1016/j.laa.2012.01.007
-
[5]
DOI: 10.1016/j.laa.2018.08.003
Xiaodan Chen, Improved results on Brouwer’s conjecture for sum of the Laplacian eigen- values of a graph , Linear Algebra and its Applications 557 (2018), 327–338. DOI: 10.1016/j.laa.2018.08.003
-
[6]
DOI: 10.1016/j.laa.2019.05.029
Xiaodan Chen, On Brouwer’s conjecture for the sum of k largest Laplacian eigen- values of graphs , Linear Algebra and its Applications 578 (2019), 402–410. DOI: 10.1016/j.laa.2019.05.029
-
[7]
DOI: 10.1016/j.laa.2019.11.020
Hilal Ahmad Ganie, Shariefuddin Pirzada, Bilal Ahmad Rather, and Vilmar Trevisan, Further developments on Brouwer’s conjecture for the sum of Laplacian eigenvalues of graphs , Linear Algebra and its Applications 588 (2020), 1–18. DOI: 10.1016/j.laa.2019.11.020
-
[8]
Mustapha Aouchiche and Pierre Hansen, Two Laplacians for the distance matrix of a graph , Linear Algebra and its Applications 439 (2013), no. 1, 21–33. DOI: 10.1016/j.laa.2013.02.030
-
[9]
Mustapha Aouchiche and Pierre Hansen, Some properties of the distance Laplacian eigen- values of a graph , Czechoslovak Mathematical Journal 64 (2014), no. 3, 751–761. DOI: 10.1007/s10587-014-0129-2
-
[10]
DOI: 10.1016/j.laa.2014.07.025
Milan Nath and Somnath Paul, On the distance Laplacian spectra of graphs , Linear Algebra and its Applications 460 (2014), 97–110. DOI: 10.1016/j.laa.2014.07.025
-
[11]
DOI: 10.1016/j.laa.2015.11.014
Huiqiu Lin, Baoyindureng Wu, Yingying Chen, and Jinlong Shu, On the distance and distance Laplacian eigenvalues of graphs , Linear Algebra and its Applications 492 (2016), 128–135. DOI: 10.1016/j.laa.2015.11.014
-
[12]
Ros´ ario Fernandes, Maria Aguieiras A. de Freitas, Celso M. Jr. da Silva, and Renata Raposo del Vecchio, Multiplicities of distance Laplacian eigenvalues and forbidden subgraphs , Linear Algebra and its Applications 541 (2018), 81–93. DOI: 10.1016/j.laa.2017.11.031
-
[13]
Boris Brimkov, Ken Duna, Leslie Hogben, Kate Lorenzen, Carolyn Reinhart, Sung-Yell Song, and Mark Yarrow,Graphs that are cospectral for the distance Laplacian, The Electronic Journal of Linear Algebra 36 (2020), 334–351. DOI: 10.13001/ela.2020.4941
-
[14]
DOI: 10.1016/j.dam.2024.10.001
Bilal Ahmad Rather and Mustapha Aouchiche, Distance Laplacian spectra of graphs: A survey, Discrete Applied Mathematics 361 (2025), 136–195. DOI: 10.1016/j.dam.2024.10.001. 14
-
[15]
Yuwei Zhou, Ligong Wang, and Yirui Chai, Brouwer type conjecture for the eigenvalues of distance Laplacian matrix of a graph , Computational and Applied Mathematics 44 (2025), no. 3, 14. DOI: 10.1007/s40314-025-03095-0
-
[16]
Shariefuddin Pirzada and Saleem Khan, On the sum of distance Laplacian eigen- values of graphs , Tamkang Journal of Mathematics 54 (2023), no. 1, 83–91. DOI: 10.5556/j.tkjm.54.2023.4120
-
[17]
Ummer Mushtaq, Shariefuddin Pirzada, and Saleem Khan, On the sum of the eigenvalues of the distance Laplacian matrix of graphs with diameter three and four , Revista de la Uni´ on Matem´ atica Argentina69 (2026), no. 1, 193–202. DOI: 10.33044/revuma.5147
-
[18]
Ky Fan, On a theorem of Weyl concerning eigenvalues of linear transformations I, Proceedings of the National Academy of Sciences 35 (1949), no. 11, 652–655. DOI: 10.1073/pnas.35.11.652
-
[19]
Robert Grone and Russell Merris, The Laplacian spectrum of a graph II , SIAM Journal on Discrete Mathematics 7 (1994), no. 2, 221–229. DOI: 10.1137/S0895480191222653
-
[20]
Hua Bai, The Grone-Merris conjecture, Transactions of the American Mathematical Society 363 (2011), no. 8, 4463–4474. DOI: 10.1090/S0002-9947-2011-05393-6
-
[21]
DOI: 10.1016/j.laa.2013.11.006
Gerald Williams, Smith forms for adjacency matrices of circulant graphs , Linear Algebra and its Applications 443 (2014), 21–33. DOI: 10.1016/j.laa.2013.11.006. 15
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.