WorksMathematics
Spectrally Simple Spectra without Irreducible Nonnegative Realizations
- OpenAI GPT-5.6-sol
- OpenAI GPT-6 Astra
- Anthropic Claude Fable 5
- Anthropic Claude Fable 5.1
Abstract
We give a counterexample to a conjecture of Johnson, Marijuán, and Pisonero: we show that the spectrum is realizable and spectrally simple, but has no irreducible nonnegative realization. More generally, we prove their nonexistence conjecture for an order-four boundary family.
Introduction and main results
For an integer , let denote the identity matrix. The spectrum of a real matrix is the list of its eigenvalues, counted with algebraic multiplicity. A list of complex numbers is realizable if it is the spectrum of an entrywise nonnegative real matrix. We write when every entry of is nonnegative. Such a matrix is irreducible if, for every nonempty proper subset of , some and satisfy . A spectrum is irreducibly realizable if it has an irreducible nonnegative realization.
For a realizable spectrum , its Perron root is , which, by the Perron–Frobenius theorem, is a nonnegative real member of . Its spectral circle is . Following Johnson, Marijuán, and Pisonero [1], we call spectrally simple if its Perron root occurs once and every other member has strictly smaller modulus. For a matrix , write for the maximum modulus of its eigenvalues.
Johnson, Marijuán, and Pisonero [1 p. 3] conjectured that every realizable, spectrally simple spectrum is irreducibly realizable. They proved the assertion in orders below four and for real spectra of order four [1 Sections 8–10]. In their analysis of nonreal spectra of order four, they also conjectured that a particular family has no irreducible realizations [1 p. 12]. Our main result proves the latter conjecture and disproves the former.
Theorem 1.1. Let satisfy , , and . Put , and suppose
Then is realizable and spectrally simple, but is not irreducibly realizable.
Corollary 1.2. The spectrum
is realizable and spectrally simple, but has no irreducible nonnegative realization.
The proof uses an eigenvector for the smaller real eigenvalue . Its positive and negative coordinates force a strict lower bound on the sum of products . The coefficient of in the characteristic polynomial gives an incompatible upper bound. The argument includes eigenvectors with zero coordinates.
An eigenvector inequality
For a nonnegative matrix , put
Lemma 2.1. Let be an irreducible matrix, and let be a real eigenvalue. Suppose for every , with at most one . Put . After simultaneously permuting the rows and columns,
Proof. Choose a real eigenvector with . The Perron–Frobenius theorem gives a real vector whose entries are all positive and which satisfies . Since and , we have . Because has strictly positive entries, has both positive and negative coordinates.
Suppose first that no coordinate is zero. A sign cannot occur just once: if were the sole positive coordinate, the equation
would force and for all , contrary to irreducibility. Replacing by treats a sole negative coordinate. We may therefore arrange and . Write for and for . The first two rows give
Both left sides are positive: if one vanished, its row would have no positive off-diagonal entry. Irreducibility supplies a positive entry from to , so at least one of is positive. Since , the sums
in (5) are nonnegative, and at least one is positive. Consequently,
with at least one strict inequality. Both left sides are positive, as established above. Multiplying gives
If , the strict inequality follows directly from positivity of the left side. Dividing by yields . The same argument, using a positive entry from to , gives . All remaining are nonnegative, so (4) follows from
If has two zero coordinates, its nonzero coordinates have opposite signs. After relabelling, suppose , , and . The first two row equations become
In the first equation, the left side is nonnegative and the right side is nonpositive; in the second, the signs are reversed. Thus both equations have both sides zero. Since , we obtain , hence , contradicting the assumption that at most one diagonal entry equals . More than two zero coordinates cannot give both signs.
It remains to consider exactly one zero. After relabelling and, if necessary, replacing by , assume , , and . The third row gives and . Irreducibility forces . Applied to the subset , it also forces or . The fourth row equation
therefore implies . Hence . The first two row equations, multiplied as above, give . This again proves (4).
Proof of the main result
For a list , define .
Proof of Theorem 1.1. The definition of and (1.1) give
The nonnegative matrix
has characteristic polynomial and eigenvalues . Adjoin a first row and column to , placing in the top-left entry and zero in every other new entry. The resulting nonnegative matrix has characteristic polynomial and realizes . Moreover,
and , so is spectrally simple.
Suppose now that is an irreducible nonnegative realization. Put
and write . Write the characteristic polynomial as
The first two characteristic coefficients are , the coefficient of , and , the coefficient of . Computing them from the matrix entries and from the prescribed eigenvalues gives
Indeed, expanding the determinant gives as the coefficient of .
Let . The other three diagonal entries have sum ; their pairwise products sum to at most , with equality only when those entries are equal. Since , (8) yields
The last expression, as a function of , is strictly decreasing for . Since , we have , and its value at is . Consequently . If , equality holds throughout {(xref)}(3.4), so and the other three diagonal entries are . Thus , with at most one .
Lemma 2.1 applies, because . Put , where , and label the indices as in that lemma. Expanding in {(xref)}(3.3) gives
Set and . Since , we have . It follows that
This contradiction proves that is not irreducibly realizable.
Proof of Corollary 1.2. Take . Then , and every hypothesis of Theorem 1.1 holds. The construction in {(xref)}(3.2) gives the explicit realization
Theorem 1.1 excludes every irreducible nonnegative realization.
Corollary 3.1. The conjecture of Johnson, Marijuán, and Pisonero [1 p. 3] that every realizable, spectrally simple spectrum is irreducibly realizable is false.
Proof. Corollary 1.2 gives a realizable, spectrally simple spectrum with no irreducible nonnegative realization.
Johnson, Marijuán, and Pisonero [1 Section 10, p. 12] also proposed the following family conjecture. Let satisfy , , and . Suppose is realizable and
They conjectured that has no irreducible nonnegative realization.
Corollary 3.2. The family conjecture of Johnson, Marijuán, and Pisonero stated above is true.
Proof. Put . The parameters satisfy every hypothesis of Theorem 1.1, which excludes every irreducible nonnegative realization of .
Acknowledgments
The proof of this conjecture was carried out by GPT-5.6-sol, GPT-6 Astra, Claude Fable 5, and Claude Fable 5.1, under the guidance of the author. The author has reviewed the resulting proof arguments. Responsibility for the final text rests with the author.
References
- [1]C. R. Johnson, C. Marijuán, and M. Pisonero, The INIEP: Irreducible and Positive Realizations, preprint (2026). arXiv:2605.23552v1.arxiv.org/abs/2605.23552