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On graphs with large third eigenvalue

Giacomo Leonida, Sida Li

TL;DR

The paper investigates the maximum possible value of the third eigenvalue $\lambda_3$ of a graph's adjacency matrix, focusing on the conjectured bound $\lambda_3(G) \le |V(G)|/3$ and providing constructions like $H_{a,b}$ that achieve $\lambda_3 = |V|/3 - 1$. It proves the bound for several graph families (strongly regular, regular line graphs, and abelian Cayley and semi-Cayley graphs, among others) and extends the question to weighted graphs, establishing near-equivalence to the unweighted case via Weyl-type inequalities and a finite reduction to an $11\times11$ template. The work also analyzes extremisers of $\lambda_{n-1}$ in weighted settings, deriving structural results and a geometric framework, and discusses limits via graphons and the $H_{a,b}$ family as a bridge between equality cases and limiting behavior. Overall, the results advance understanding of when $\lambda_3$ reaches the conjectured threshold and illuminate the structure of extremal graphs through algebraic, combinatorial, and analytic methods.

Abstract

Given a graph $G$, let $λ_3$ denote the third largest eigenvalue of its adjacency matrix. In this paper, we prove various results towards the conjecture that $λ_3(G) \le \frac{|V(G)|}{3}$, motivated by a question of Nikiforov. We generalise the known constructions that yield $λ_3(G) = \frac{|V(G)|}{3} - 1$ and prove the inequality holds for $G$ strongly regular, a regular line graph or a Cayley graph on an abelian group. We also consider the extended problem of minimising $λ_{n-1}$ on weighted graphs and reduce the existence of a minimiser with simple final eigenvalue to a vertex multiplication of a graph on 11 vertices. We prove that the minimal $λ_{n-1}$ over weighted graphs is at most $O(\sqrt{n})$ from the minimal $λ_{n-1}$ over unweighted graphs.

On graphs with large third eigenvalue

TL;DR

The paper investigates the maximum possible value of the third eigenvalue of a graph's adjacency matrix, focusing on the conjectured bound and providing constructions like that achieve . It proves the bound for several graph families (strongly regular, regular line graphs, and abelian Cayley and semi-Cayley graphs, among others) and extends the question to weighted graphs, establishing near-equivalence to the unweighted case via Weyl-type inequalities and a finite reduction to an template. The work also analyzes extremisers of in weighted settings, deriving structural results and a geometric framework, and discusses limits via graphons and the family as a bridge between equality cases and limiting behavior. Overall, the results advance understanding of when reaches the conjectured threshold and illuminate the structure of extremal graphs through algebraic, combinatorial, and analytic methods.

Abstract

Given a graph , let denote the third largest eigenvalue of its adjacency matrix. In this paper, we prove various results towards the conjecture that , motivated by a question of Nikiforov. We generalise the known constructions that yield and prove the inequality holds for strongly regular, a regular line graph or a Cayley graph on an abelian group. We also consider the extended problem of minimising on weighted graphs and reduce the existence of a minimiser with simple final eigenvalue to a vertex multiplication of a graph on 11 vertices. We prove that the minimal over weighted graphs is at most from the minimal over unweighted graphs.
Paper Structure (14 sections, 29 theorems, 86 equations, 4 figures)

This paper contains 14 sections, 29 theorems, 86 equations, 4 figures.

Key Result

Theorem 1.1

For $k \ge 2$,

Figures (4)

  • Figure 1: $H_{4,0}$, $H_{3,1}$ and $H_{2,2}$ respectively.
  • Figure 2: Two parallelograms.
  • Figure 3: Examples of Pivalous graphs. From left to right: $Pi_3$, $Pi_6$, $Pi_{10}$, $Pi_{20}$, $Pi_{30}$.
  • Figure 4: Visually demonstrating convergence with $Pi_3, Pi_6, Pi_{10}, Pi_{50}, Pi_{1000}$.

Theorems & Definitions (62)

  • Theorem 1.1: Nikiforov NikiforovEvals
  • Theorem 1.2: Nikiforov NikiforovEvals
  • Theorem 1.3: Linz LinzImproved
  • Conjecture 1.5
  • Theorem 1.6
  • Theorem 1.7
  • Theorem 1.8
  • Definition 2.1
  • Theorem 2.2
  • proof
  • ...and 52 more