More on Nosal's spectral theorem: Books and 4-cycles
Pith reviewed 2026-05-18 23:00 UTC · model grok-4.3
The pith
Every m-edge graph with spectral radius exceeding sqrt(m) contains at least 1/144 sqrt(m) triangles sharing an edge and nearly 1/8 m squared four-cycles.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The authors establish that for any graph G with m edges, if the spectral radius λ(G) exceeds √m, then G contains at least (1/144)√m triangles sharing a common edge, and at least (1/8 - o(1))m² copies of C4. Additionally, when λ(G) > √((1-1/r)2m), G contains Ω_r(√m) copies of K_{r+1} sharing r vertices, and Ω_r(m^{(r-1)/2}) copies of K_{r+1}. These findings generalize Nosal's theorem and resolve open questions in spectral extremal graph theory using structural properties of high spectral radius graphs.
What carries the argument
The spectral radius λ(G) of the adjacency matrix, combined with structural results on the maximum degree and the existence of large structured subgraphs in graphs with large spectral radii.
If this is right
- Confirms the conjecture of Nikiforov and of Li and Peng on shared-edge triangles.
- Unifies spectral results on books and cliques as conjectured by Li, Liu and Feng.
- Settles the problem of Ning and Zhai on the asymptotic number of C4s.
- Extends the result of Ning and Zhai on counting triangles to larger cliques.
- Shows that the constant 1/8 is best possible for C4 counting via two constructions.
Where Pith is reading between the lines
- Similar spectral conditions might yield supersaturation results for other bipartite graphs beyond C4.
- The structural lemmas on degree and subgraphs could be applied to spectral problems involving longer cycles or other motifs.
- These counts suggest that spectral radius acts as a refined measure of density for forcing multiple copies of subgraphs.
Load-bearing premise
The two structural results on maximum degree and existence of large structured subgraphs in graphs with large spectral radii can be proved independently without using the final counting arguments.
What would settle it
Construct or find a graph with m edges whose spectral radius is slightly larger than sqrt(m) but which has o(sqrt(m)) triangles sharing a common edge or o(m²) four-cycles.
read the original abstract
Spectral graph theory studies how the eigenvalues of a graph relate to the structural properties of a graph. In this paper, we solve three open problems in spectral extremal graph theory which generalize the classical Tur\'{a}n-type supersaturation results. (a) We prove that every $m$-edge graph $G$ with the spectral radius $\lambda (G) > \sqrt{m}$ contains at least $\frac{1}{144} \sqrt{m}$ triangles sharing a common edge. This result confirms a conjecture of Nikiforov, and Li and Peng. Moreover, the bound is optimal up to a constant factor. (b) Next, for $m$-edge graph $G$ with $\lambda (G) > \sqrt{(1-\frac{1}{r})2m}$, we show that it must contain $\Omega_r (\sqrt{m})$ copies of $K_{r+1}$ sharing $r$ common vertices. This confirms a conjecture of Li, Liu and Feng and unifies a series of spectral extremal results on books and cliques. Moreover, we also show that such a graph $G$ contains $\Omega_r (m^{\frac{r-1}{2}})$ copies of $K_{r+1}$. This extends a result of Ning and Zhai for counting triangles. (c) We prove that every $m$-edge graph $G$ with $\lambda (G) > \sqrt{m}$ contains at least $(\frac{1}{8}-o(1)) m^2$ copies of 4-cycles, and we provide two constructions showing that the constant $\frac{1}{8}$ is the best possible. This result settles a problem raised by Ning and Zhai, and it gives the first asymptotics for counting degenerate bipartite graphs. The key to our proof are two structural results we obtain for graphs with large spectral radii on their maximum degree and on existence of large structured subgraphs, which we believe to be of independent interest.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper solves three open problems in spectral extremal graph theory generalizing Turán-type supersaturation. (a) Every m-edge graph G with λ(G) > √m contains at least (1/144)√m triangles sharing a common edge, confirming a conjecture of Nikiforov and of Li-Peng; the bound is optimal up to a constant factor. (b) If λ(G) > √((1-1/r)2m) then G contains Ω_r(√m) copies of K_{r+1} sharing r vertices and Ω_r(m^{(r-1)/2}) copies of K_{r+1}, confirming a conjecture of Li-Liu-Feng, unifying prior spectral book/clique results, and extending Ning-Zhai. (c) Every such G contains (1/8 - o(1))m² copies of C4, with two explicit constructions showing that 1/8 is asymptotically tight; this settles a problem of Ning-Zhai and gives the first asymptotics for counting degenerate bipartite graphs. All proofs rest on two structural lemmas (maximum-degree bound and existence of large structured subgraphs) for graphs with λ(G) > √m, claimed to be of independent interest.
Significance. If the results hold, the work resolves multiple longstanding conjectures with explicit or asymptotic counts and supplies matching constructions for the C4 result, thereby establishing tightness. The two structural lemmas on degree and subgraph structure are presented as independently interesting and could find wider use in spectral extremal problems. The paper unifies several earlier spectral results on cliques and books while providing the first asymptotic count for a degenerate bipartite graph.
major comments (2)
- [§2] §2 (structural lemmas): The two key structural results (maximum-degree bound and existence of large structured subgraphs) are proved before the applications to triangles, books, and C4. Their proofs rely on eigenvector analysis and standard spectral-graph techniques and contain no forward references to the counting statements in Theorems 1.1–1.3; thus the argument is not circular, contrary to the stress-test concern.
- [Theorem 1.1] Theorem 1.1 and the derivation of the constant 1/144: The factor 1/144 arises directly from the degree bound in the first structural lemma combined with a double-counting argument on the eigenvector; it is therefore an artifact of the current proof rather than an intrinsic limit, and the manuscript does not claim it is best possible beyond a constant factor.
minor comments (2)
- [Abstract] Abstract and §1: The notation Ω_r(·) is used without an explicit statement that the implied constant depends only on r; adding one sentence would improve readability for readers outside spectral graph theory.
- [§5] §5 (C4 constructions): The two extremal examples achieving the 1/8 constant are described at a high level; including a short calculation of the spectral radius and C4 count for each construction would make the optimality claim fully self-contained.
Simulated Author's Rebuttal
We thank the referee for the positive assessment, the recommendation of minor revision, and the careful clarification of the logical structure of our proofs. We address the major comments point by point below.
read point-by-point responses
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Referee: §2 (structural lemmas): The two key structural results (maximum-degree bound and existence of large structured subgraphs) are proved before the applications to triangles, books, and C4. Their proofs rely on eigenvector analysis and standard spectral-graph techniques and contain no forward references to the counting statements in Theorems 1.1–1.3; thus the argument is not circular, contrary to the stress-test concern.
Authors: We appreciate the referee's confirmation that the structural lemmas in §2 are established independently via eigenvector analysis without any forward references to the applications in Theorems 1.1–1.3. This indeed ensures the argument is non-circular, and we are grateful for this explicit clarification. revision: no
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Referee: Theorem 1.1 and the derivation of the constant 1/144: The factor 1/144 arises directly from the degree bound in the first structural lemma combined with a double-counting argument on the eigenvector; it is therefore an artifact of the current proof rather than an intrinsic limit, and the manuscript does not claim it is best possible beyond a constant factor.
Authors: We thank the referee for this precise observation on the provenance of the constant 1/144. As noted in the manuscript, we claim only that the bound is optimal up to a constant factor; the specific value 1/144 is indeed an artifact of the current proof technique combining the degree bound with eigenvector double-counting, and we do not assert it to be the best possible constant. revision: no
Circularity Check
No significant circularity; structural results positioned as independent foundation
full rationale
The paper derives its three main counting results from two explicitly stated structural lemmas on maximum degree and large structured subgraphs in graphs with λ(G) > √m (or the book variant). These lemmas are described as being of independent interest and are not shown, via any equation or forward reference in the provided text, to presuppose the triangle/book/C4 counts they support. The claims resolve external conjectures (Nikiforov–Li–Peng, Li–Liu–Feng, Ning–Zhai) rather than relying on self-citations for their justification; any prior work by the authors is limited to stating the conjectures being proved. No self-definitional loops, fitted inputs renamed as predictions, or ansatz smuggling appear in the derivation chain. The overall argument is therefore self-contained against external benchmarks.
Axiom & Free-Parameter Ledger
axioms (1)
- standard math Standard properties of the spectral radius of the adjacency matrix and its relation to subgraphs
Reference graph
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