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Contenuti
  1. 1 Introduction
  2. 2 Preliminaries
  3. 3 The seed counterexample
  4. 4 Rooted-module attachment
  5. 5 A signature amplifier
  6. 6 Unbounded signature on a restricted graph class
  7. 7 Four-subdivision transfer and prior period-four reduction
  8. 8 Fixed-signature families
  9. 9 Exact classification of three-cycle chains
  10. 10 Reproducibility
  11. 11 Discussion
  12. Appendix A Exact amplifier congruence certificate
  13. License
  14. Author information
  15. Declaration of generative AI and AI-assisted technologies in the manuscript preparation process

AT-SP-2026-001 · v2.0-rev2

Unbounded Signature of Line Graphs:
Counterexamples and Transfer Principles

Andrea Paone
Independent researcher, Italy
ORCID: 0009-0003-6194-948X
(Version 2.0 — 24 July 2026
Editorial revision 2 — 1 August 2026)

Abstract

Akbari, Elphick, Kumar, Pragada, and Tang conjectured that every connected graph G satisfies n+(L(G))n(L(G))+1. We prove that the failure of this inequality is unbounded even when G is connected, simple, planar, subcubic, and a cactus. The proof uses a rooted attachment principle: if a rooted module M has invertible line-graph adjacency matrix K and the root-edge diagonal entry of K1 is zero, then attaching M at an arbitrary host vertex adds In(K) to the line-graph inertia. A rooted C4C5 module has In(K)=(6,0,5) and determinant 8, and its iteration gives graphs Fk with

In(L(Fk))=(6k+3,0,5k+2),detA(L(Fk))=2(8)k.

Thus sig(L(Fk))=k+1.

We also prove that subdividing an arbitrary edge four times gives an explicit integral unimodular congruence that adds (2,0,2) to the line-graph inertia and preserves the determinant, adjacency cokernel, nonunit Smith invariant factors, and nullity over every field. This yields a modulo-four reduction for subdivision vectors. An exact computer-assisted classification of all 256 residue classes of three-cycle chains then identifies precisely the two oriented counterexample classes.

Keywords: graph inertia; line graph; graph signature; cactus graph; edge subdivision; congruence; Smith normal form; counterexample.

MSC 2020: 05C50; 15A18.

Editorial revision 2, 1 August 2026. This revision adds schematic figures, makes the seed and amplifier certificates directly checkable from the manuscript, and improves the abstract, reproducibility statement, and discussion. The theorem statements, hypotheses, previously stated formulas, canonical exact outputs, and numerical conclusions are unchanged from Version 2.0-rev1.

1 Introduction

For a graph X with adjacency matrix A(X), write

In(X)=(n+(X),n0(X),n(X))

and

sig(X)=n+(X)n(X).

Akbari et al. [1] proposed, as Conjecture 4.12, that every connected graph G satisfies

n+(L(G))n(L(G))+1, (1)

that is, sig(L(G))1.

The original paper reported no counterexample among numerous tested graphs with |E(G)|=|V(L(G))|100, and no counterexample among graphs of order at most nine. It proved the conjecture for line graphs of trees and for the dense range m2n1, leaving the range nm2n2 open. The graph G0 from the Version 1 manuscript [10] has n=14 and m=16, so it lies in that open range and above the exhaustive order-nine search. Its line graph has inertia (9,0,7) and signature two.

The present work addresses two questions left by a single finite counterexample.

  1. (i)

    Is the failure isolated, or does it persist in an infinite structural family?

  2. (ii)

    Is the amount by which (1) fails bounded?

The second question has a stronger answer: the failure is unbounded even when G is required to be connected, simple, planar, subcubic, and a cactus graph. The mechanism is a local rooted module that increases the line-graph signature by exactly one whenever it is attached.

Independently and contemporaneously, Francis and Uptain [5] obtained an isomorphic 14-vertex counterexample and proved unboundedness by joining whole copies of that seed through bridges, using a signless-Laplacian resolvent argument. The construction here instead iterates a smaller rooted C4C5 module on arbitrary hosts and produces the alternating cycle family C5,(C4,C5)k. The two papers establish the same global phenomenon through different local mechanisms; no claim of priority for unboundedness is made here.

Ma, Yang, and Li established a real-inertia reduction along internal paths, and Wang and Fan used that period-four mechanism in line-graph signature work [9, 11]. The contribution here is narrower and stronger at the arithmetic level: for four subdivisions of an arbitrary root edge, we give an explicit integral unimodular congruence for the line-graph adjacency matrix. This yields the determinant, cokernel, nonunit Smith-factor, and field-nullity consequences used below, and permits a finite exact classification of the three-cycle-chain class containing G0.

The main contributions are:

  1. (1)

    a general rooted-module attachment formula for line-graph adjacency inertia;

  2. (2)

    an exact amplifier module with inertia increment (6,0,5);

  3. (3)

    an alternating cycle-chain family with signature k+1;

  4. (4)

    an explicit arbitrary-edge integral unimodular four-subdivision congruence, refining the previously known real-inertia period-four reduction;

  5. (5)

    arithmetic corollaries for Smith normal form and adjacency cokernels;

  6. (6)

    an exact modulo-four classification of all three-cycle chains.

Closest related work also includes Ma and Xie’s inertia analysis of a special tricyclic class [8], Jog and Kotambari’s spectral study of special complete-graph coalescences [7], and Fan, Zhang, and Wang’s polynomial Smith-form results for coalescence at cospectral vertices [3], and He and Shan’s signature analysis of two generalizations of line graphs [6]. These works are methodologically adjacent but do not give the present line-graph residue classification, arbitrary-host zero-response attachment formula, or arbitrary-edge integral transfer.

Chen and Li [2] refute a different conjecture from [1], namely a global quadratic inequality for arbitrary graphs. Their result does not address Conjecture 4.12.

2 Preliminaries

All graphs are finite and simple. For a graph G, its line graph L(G) has vertex set E(G), with two vertices adjacent exactly when the corresponding root-graph edges share an endpoint.

Two real symmetric matrices P and Q are congruent if Q=T𝖳PT for some nonsingular matrix T. By Sylvester’s law of inertia, congruent real symmetric matrices have the same inertia. If T is an integer matrix with determinant ±1, the congruence is integral and unimodular.

We use the hyperbolic block

J=(0110),In(J)=(1,0,1),detJ=1.

The following standard block identity will be used repeatedly.

Lemma 2.1 (Symmetric Schur elimination).

Let

Q=(ACC𝖳K)

be symmetric, with K invertible. Then

Q(ACK1C𝖳)K.

More explicitly,

(I0K1C𝖳I)𝖳Q(I0K1C𝖳I)=(ACK1C𝖳)K.

3 The seed counterexample

Let G0 have vertex set {0,1,,13} and edge set

E(G0)={ (0,1),(1,2),(2,3),(3,4),(4,0),
(5,6),(6,7),(7,8),(8,5),
(9,10),(10,11),(11,12),(12,13),(13,9),
(0,5),(6,9)}.

Thus G0 is a chain C5C4C5, with the bridges meeting adjacent vertices of the central C4.

012345678910111213C5C4C5(a) G0=F1C5C4C5C4C5(b) the alternating family Fk
Figure 1: The seed and the unbounded family. In G0 the two bridges meet adjacent vertices 5 and 6 of the central square. The lower panel is schematic: Fk contains k+1 copies of C5 and k copies of C4, with adjacent bridge attachments in every internal cycle.

The exact characteristic polynomial of A(L(G0)) factors as

χ0(x)= (x2)(x1)(x+2)2(x2+x1)2
(x32x24x+1)
(x5x46x3+3x2+7x2). (2)

The sign count is also directly visible from the factorization. Since A(L(G0)) is symmetric, every root of χ0 is real. Descartes’ rule of signs applied to the cubic and quintic factors, and to their evaluations at x, gives the exact contributions in Table 1; none of the factors vanishes at zero.

Table 1: Sign contribution of the factors in (2).
Factor Positive roots Negative roots
x2 and x1 2 0
(x+2)2 0 2
(x2+x1)2 2 2
x32x24x+1 2 1
x5x46x3+3x2+7x2 3 2
Total 9 7

Consequently,

In(L(G0))=(9,0,7),detA(L(G0))=16. (3)

Exact rational root isolation and exact rational congruence independently confirm the same inertia in the reproducibility package.

An involution exchanges the two terminal C5 cycles and reflects the central C4. In symmetry-adapted bases, the two invariant blocks have inertias (5,0,4) and (4,0,3). Hence each sector contributes one unit of signature. This observation motivates a modular rather than accidental interpretation of the seed.

4 Rooted-module attachment

Definition 4.1.

Let M be a graph with a distinguished root vertex r of degree one, and let ρ=rs be its unique incident edge. If H is vertex-disjoint from M and vV(H), write HvM for the graph obtained by identifying r with v.

rx0x1x2x3ρy0y1y2y3y4(a) the rooted module MHv=rx0ρ(b) HvM
Figure 2: Rooted attachment. The open root vertex r is identified with the host vertex v. In the new line graph, the root edge ρ is the only edge-vertex of M adjacent to old edge-vertices of H, and those old edge-vertices are precisely the edges incident with v.

Theorem 4.2 (Rooted-module attachment).

Let

A=A(L(H)),K=A(L(M)).

Assume K is invertible. Let eρ denote the coordinate vector of the root edge in L(M), and let z be the indicator vector of the edges of H incident with v. Then

A(L(HvM))(Aαzz𝖳)K,α=(K1)ρρ. (4)

In particular, if (K1)ρρ=0, then

A(L(HvM))A(L(H))K. (5)

Proof.

Order the vertices of the new line graph first by E(H) and then by E(M). The only new edge of M adjacent in the line graph to old edges of H is the root edge ρ. It is adjacent precisely to the old edges incident with v. Therefore

A(L(HvM))=(Azeρ𝖳eρz𝖳K).

Applying Lemma 2.1 gives the Schur complement

Azeρ𝖳K1eρz𝖳=A(K1)ρρzz𝖳,

which proves (4). The zero-diagonal case gives (5). ∎

Corollary 4.3.

Under the zero-diagonal hypothesis,

In(L(HvM))=In(L(H))+In(K)

and

detA(L(HvM))=detA(L(H))detK.

5 A signature amplifier

Let M be the rooted graph with vertices

r,x0,x1,x2,x3,y0,y1,y2,y3,y4

and edges

ρ =rx0,
x0x1,x1x2,x2x3,x3x0,
x1y0,
y0y1,y1y2,y2y3,y3y4,y4y0.

Thus a pendant root edge is followed by a C4 and a C5, with the two connections meeting adjacent vertices of the C4.

Order the edges as listed and let K=A(L(M)).

Proposition 5.1 (Amplifier certificate).

The matrix K satisfies

In(K)=(6,0,5),detK=8,(K1)ρρ=0.

Proof.

Appendix A displays the ordered matrix K and an explicit rational change-of-basis matrix T with detT=1 such that

T𝖳KT=J[2][1/2]2JJJ[2]. (6)

The four hyperbolic blocks contribute (4,0,4), the positive scalar blocks contribute two positive directions, and the scalar 2 contributes one negative direction. Hence In(K)=(6,0,5). The product of the displayed block determinants is 8, so K is invertible.

For the inverse diagonal, set

w=(0,1/2,1/2,1/2,1/2,0,0,0,0,0,0)𝖳.

Direct multiplication in the stated edge order gives

Kw=eρ.

Thus w=K1eρ. Its root coordinate is zero, proving (K1)ρρ=0. ∎

Corollary 5.2 (One-step amplification).

For every finite simple host graph H and every vertex vV(H),

In(L(HvM))=In(L(H))+(6,0,5)

and

detA(L(HvM))=8detA(L(H)).

In particular, every attachment increases line-graph signature by one.

6 Unbounded signature on a restricted graph class

Definition 6.1.

Let F0=C5, with one selected vertex. Define F1 by attaching one copy of the module M at that selected vertex. For k2, obtain Fk from Fk1 by attaching one copy of M to a vertex adjacent to the incoming bridge vertex on the terminal C5. The two such vertices are interchanged by the reflection of that C5 fixing the incoming bridge vertex, so both choices give isomorphic graphs and Fk is well defined up to isomorphism. Equivalently, Fk is the cactus chain with cycle sequence

C5,C4,C5,C4,,C4,C5,

containing k+1 copies of C5 and k copies of C4, with adjacent bridge attachments in every internal cycle.

Theorem 6.2 (Unbounded signature).

For every integer k0,

|V(Fk)| =9k+5, (7)
|E(Fk)| =11k+5, (8)
In(L(Fk)) =(6k+3,0,5k+2), (9)
detA(L(Fk)) =2(8)k. (10)

Consequently,

sig(L(Fk))=k+1 (11)

and

n+(L(Fk))(n(L(Fk))+1)=k. (12)

Proof.

Since L(C5)C5,

In(L(F0))=(3,0,2),detA(L(F0))=2.

The explicitly defined step F0F1 and every subsequent step Fk1Fk are rooted-module attachments. By Corollary 5.2, each adds (6,0,5) to inertia and multiplies the determinant by 8. Induction proves the spectral formulas.

After identification of the root, each module contributes nine new vertices and eleven new edges. This proves the order and size formulas. The signature and violation formulas follow by subtraction. ∎

Corollary 6.3.

The signature of line graphs is unbounded above even when the root graphs are restricted to connected simple planar subcubic cactus graphs.

Proof.

Every Fk has the stated graph-theoretic properties, and sig(L(Fk))=k+1 tends to infinity. ∎

The seed counterexample is F1. Thus its one-unit violation is the initial nontrivial term of a family whose violation grows without bound.

7 Four-subdivision transfer and prior period-four reduction

The real-inertia increment under removal or insertion of a suitable four-vertex internal-path segment predates this work [9]; Wang and Fan used this mechanism in their analysis of line-graph signatures [11]. The theorem below does not claim priority for the (2,0,2) inertia change. Its distinct contribution is an explicit congruence over for four subdivisions of an arbitrary root edge, with a unimodular transformation and the arithmetic consequences that follow from it.

The amplifier changes signature. A second local operation preserves it and explains the modulo-four structure of the cycle lengths.

Definition 7.1.

For an edge e=uv of a graph G, let S4(G,e) be obtained by deleting uv, adding four new vertices w1,w2,w3,w4, and inserting the path

uw1w2w3w4v.

Let its five consecutive edges be e1,e2,e3,e4,e5.

uve(a) beforeuw1w2w3w4ve1e2e3e4e5(b) after four subdivisionsRue1e2e3e4e5Rvline-graph order in the proof: R,e3e1,e2,e4,e5
Figure 3: Four-subdivision and the local line-graph path. Here Ru and Rv denote the old edge-vertices incident with u and v, respectively. With the ordering shown, the final four local coordinates induce JJ, which is the invertible block eliminated in Theorem 7.2.

Theorem 7.2 (Four-subdivision transfer).

For every finite simple graph G and edge e,

A(L(S4(G,e)))A(L(G))JJ, (13)

where denotes integral unimodular congruence. Hence

In(L(S4(G,e)))=In(L(G))+(2,0,2). (14)

Proof.

Let R=E(G){e} and order L(G) by R,e:

A(L(G))=(Mzz𝖳0).

Order L(S4(G,e)) as

R,e3e1,e2,e4,e5.

Write the resulting matrix as

(BCC𝖳K0).

The final four edge-vertices induce two disjoint edges, so K0=JJ and K01=K0.

If z=a+b, where a and b record old edges incident with u and v, then

B=(M000),C=(a00b0110).

A direct multiplication gives

BCK0C𝖳=(Mzz𝖳0)=DA(L(G))D,

where D=diag(I,1).

Lemma 2.1, followed by the sign switch D, gives (13). Every matrix used has integer entries and determinant ±1, so the congruence is integral and unimodular. Equation (14) follows from In(JJ)=(2,0,2). ∎

Corollary 7.3.

Four-subdivision preserves:

  1. (i)

    line-graph signature and nullity;

  2. (ii)

    determinant and nonsingularity;

  3. (iii)

    the conjecture-violation margin n+(L(G))n(L(G))1;

  4. (iv)

    the adjacency cokernel;

  5. (v)

    all nonunit Smith invariant factors;

  6. (vi)

    adjacency nullity over every field.

Proof.

The first three claims follow from (13). The block JJ is unimodular and has Smith normal form I4, so it contributes four unit invariant factors and trivial cokernel. Reducing the same unimodular congruence over an arbitrary field shows that rank increases by four and nullity is unchanged. ∎

Corollary 7.4 (Modulo-four reduction).

If an edge is subdivided r=4q+ρ times, where 0ρ3, then

In(L(Ge(r)))=In(L(Ge(ρ)))+(2q,0,2q).

More generally, for a fixed homeomorphism core, the line-graph signature and nullity of all subdivisions depend only on the subdivision vector modulo four.

8 Fixed-signature families

The four-subdivision theorem gives families in which the signature remains two. For nonnegative a,b,c,d, let G(a,b,c,d) be the three-cycle chain with terminal cycle lengths 4a+5 and 4b+5, and central attachment-arc lengths 4c+1 and 4d+3.

Theorem 8.1.

Let q=a+b+c+d. Then

In(L(G(a,b,c,d)))=(9+2q,0,7+2q)

and

detA(L(G(a,b,c,d)))=16.

Every member is a connected planar subcubic cactus counterexample of signature two.

Proof.

The graph is obtained from G0 by q four-subdivisions, distributed among the two terminal cycles and the two central arcs. Apply Theorem 7.2 repeatedly. ∎

9 Exact classification of three-cycle chains

Definition 9.1.

Let T(p,q;s,t) be the graph formed from terminal cycles Cp and Cq and a central cycle whose two bridge-attachment vertices divide it into arcs of lengths s and t. Assume

p,q3,s,t1,s+t3.

Theorem 9.2 (Computer-assisted exact classification).

The graph T(p,q;s,t) violates (1) if and only if

pq1(mod4)

and

{smod4,tmod4}={1,3}.

Every such graph has line-graph signature exactly two. All other graphs in this class have line-graph signature at most one.

Exact finite certificate.

By Corollary 7.4, it is enough to examine the 44=256 residue classes of (p,q,s,t). Valid canonical representatives use terminal cycle lengths in {3,4,5,6} and central arc lengths in {1,2,3,4}, replacing the invalid pair (1,1) by (1,5).

Reversing the orientation of the central cycle gives the arc-swap isomorphism

T(p,q;s,t)T(q,p;t,s),

which interchanges the two central arcs (st) and the two terminal cycles (pq). Since the census ranges over all 256 ordered residue tuples, both orientations of each graph are enumerated; the arc-swap image of the excluded arc-residue pair (1,1) is already present, so replacing its single invalid representative (s,t)=(1,1) by (s,t)=(1,5) removes no residue class.

Two independent exact implementations were used. The first computes the integer characteristic polynomial and counts root signs with rational isolating intervals, including multiplicity. The second uses exact rational symmetric-congruence elimination and does not compute eigenvalues or characteristic polynomials. Both routes agree on every class. The canonical output is results/three_cycle_residue_classification.json. Its SHA-256, followed by that of the rowwise comparison, is

f674e3d39241774d1c89101337cbc938927af7167ce2aee964bf36cc5a13b1a4
ac8756eac191036fbd27921e8eb6e2bdd80aec6656a3c069e57a077cb3ab50a2

Exactly two oriented residue classes have signature two:

(1,1,1,3)and(1,1,3,1)(mod4).

The remaining 254 classes have signature at most one. The complete signature distribution is given in Table 2. ∎

Table 2: Exact signature distribution among the 256 residue classes.
Signature 4 3 2 1 0 1 2
Number of classes 2 20 70 78 54 30 2

Corollary 9.3 (Computer-assisted exact class-restricted minimality).

Within the three-cycle-chain class, G0=T(5,5;1,3) is, up to isomorphism, the unique counterexample of minimum order and minimum size.

Proof.

The premise is the computer-assisted exact classification in Theorem 9.2. The smallest cycle length at least three congruent to one modulo four is five, and the smallest positive unordered arc pair with residues one and three is {1,3}. Hence every counterexample in the class has at least 5+5+1+3=14 vertices and at least 16 edges. Equality forces the parameters of G0. Cycle rotations and reflection of the central cycle show uniqueness up to isomorphism. ∎

10 Reproducibility

The version-specific record for this revision is doi:10.5281/zenodo.21737348. Its reproducibility package contains the manuscript source, the exact scripts, the canonical result files, the dependency lock, and checksums for every packaged file.

The principal audit reconstructs from the stated edge lists the seed, the rooted module, the alternating family, the four-subdivision identity, the four-parameter family, and all 256 three-cycle residue classes. The relevant files are:

  • scripts/run_v2_manuscript_exact_audit.py;

  • results/v2_manuscript_exact_results.json;

  • scripts/classify_three_cycle_chain_residues.py;

  • scripts/classify_three_cycle_chain_residues_congruence.py;

  • scripts/compare_three_cycle_methods.py;

  • scripts/verify_amplifier_displayed_certificate.py.

The two classification scripts are compared row by row. The final script verifies the explicit amplifier basis printed in Appendix A.

All reported computations use exact integer or rational arithmetic, exact polynomial factorization, or rational root isolation; no floating-point threshold is used. The finite classification is computer-assisted exact. The unboundedness theorem is not an extrapolation from the finite computations: it follows from the rooted attachment theorem and the single exact module certificate.

11 Discussion

The family Fk shows that Conjecture 4.12 cannot be repaired by replacing the constant one with any universal constant, even on connected simple planar subcubic cactus graphs. The line-graph signature grows linearly while the root graph remains sparse:

|E(Fk)||V(Fk)|=2k.

The rooted-module lemma provides a general design principle. Any rooted module with invertible line-graph matrix, zero inverse root diagonal, and positive signature acts as a signature amplifier. The vanishing of the distinguished inverse diagonal entry is related to the literature on singular vertex-deleted principal submatrices and inverse adjacency matrices; NSSD graphs constitute the stronger case in which every inverse diagonal entry vanishes [4]. The contribution here is not the inverse-diagonal phenomenon in the abstract, nor the Schur-complement mechanism, but the explicit rooted C4C5 line-graph module realizing In(K)=(6,0,5) with zero inverse root diagonal and its use as a signature amplifier on an arbitrary host. The module used here is one explicit realization. Classifying such modules or finding smaller amplifiers is a separate problem.

The four-subdivision theorem reveals a different form of stability. It adds two hyperbolic planes to the integral adjacency form and therefore preserves both the real signature and arithmetic data. This explains why the residue classes modulo four govern the three-cycle-chain classification.

Global minimality of the seed remains open. The original exhaustive search excludes root graphs of order at most nine, but orders ten through thirteen have not been eliminated by a certified global enumeration. Corollary 9.3 is deliberately restricted to the three-cycle-chain class and remains computer-assisted exact because it depends on Theorem 9.2.

A general rooted-tree or 2-core reduction lies beyond the scope of this paper; in particular, the universal cyclomatic bound and a universal 2-core reduction remain open.

Mathematical validity and historical novelty are distinct. Ma, Yang, and Li [9] established the internal-path real-inertia reduction, and Wang and Fan [11] used its period-four consequences for line-graph signatures. The claims made here are limited to the explicitly stated rooted-module formula, the displayed integral four-subdivision congruence and its arithmetic consequences, and the restricted families and classification proved above. No claim of absolute historical priority is made.

Appendix A Exact amplifier congruence certificate

Let e1,,e11 be the standard basis in the edge order used in Section 5:

ρ,x0x1,x1x2,x2x3,x3x0,x1y0,y0y1,y1y2,y2y3,y3y4,y4y0.

In this basis the line-graph adjacency matrix of the module is

K=(0100100000010101100000010101000000010100000011010000000011000100010000010100100000010100000000010100000000010100000110010).

Define T=(t1t11) by

t1 =e1, t2 =e2,
t3 =e1e2+e5, t4 =12e112e2+e4+12e5,
t5 =e2+e3e4e5, t6 =e1+e4+e6,
t7 =12e212e3+12e4+12e5+e7, t8 =e8,
t9 =12e2+12e312e412e5e7+e9, t10 =e10,
t11 =e2e3+e4+e5+e7e8e9+e10+e11.

Direct multiplication gives detT=1 and

T𝖳KT=(0110)[2][1/2](0220)(0110)2[2],

which is (6). Thus the certificate can be checked using only rational matrix multiplication. The same identity is reproduced by the versioned verification script and JSON certificate in the public package. The JSON certificate has SHA-256

206fc4e97aac109c51c7ceb736b812d043c836ea35d2ef87b12da8d37abba846.

License

© 2026 Andrea Paone. This preprint and its accompanying reproducibility materials are released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

Author information

Andrea Paone, independent researcher, Italy. ORCID: 0009-0003-6194-948X. Correspondence: [email protected].

Declaration of generative AI and AI-assisted technologies in the manuscript preparation process

During the research and preparation of this work, the author used OpenAI ChatGPT and Codex and Anthropic Claude through Claude Code for exploratory analysis, software development and checking, literature triage, and manuscript editing. The author reviewed and revised all incorporated output and checked it against the proofs, cited sources, and exact computations as appropriate. The author takes full responsibility for the article. Generative-AI systems were not credited as authors and were not treated as sources of mathematical or scientific authority.

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