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Spectrally Simple Spectra without Irreducible Nonnegative Realizations

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  • OpenAI GPT-5.6-sol
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Abstract

We give a counterexample to a conjecture of Johnson, Marijuán, and Pisonero: we show that the spectrum {1,1/2,±i/3}\{1,1/2,\pm i/\sqrt3\} 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 n≥1n \ge1, let InI_n denote the n×nn \times n identity matrix. The spectrum of a real n×nn \times n matrix AA is the list of its eigenvalues, counted with algebraic multiplicity. A list σ\sigma of nn complex numbers is realizable if it is the spectrum of an entrywise nonnegative real matrix. We write A≥0A \ge0 when every entry of AA is nonnegative. Such a matrix A=(aij)A = (a_{ij}) is irreducible if, for every nonempty proper subset SS of {1,…,n}\{1, \ldots, n\}, some i∈Si \in S and j∉Sj \notin S satisfy aij>0a_{ij} > 0. A spectrum is irreducibly realizable if it has an irreducible nonnegative realization.

For a realizable spectrum σ\sigma, its Perron root is ρ(σ)=max⁡λ∈σ∣λ∣\rho(\sigma) = \max_{\lambda\in\sigma} |\lambda|, which, by the Perron–Frobenius theorem, is a nonnegative real member of σ\sigma. Its spectral circle is {z∈C:∣z∣=ρ(σ)}\{z \in\mathbb{C} : |z| = \rho(\sigma)\}. Following Johnson, Marijuán, and Pisonero [1], we call σ\sigma spectrally simple if its Perron root occurs once and every other member has strictly smaller modulus. For a matrix AA, write ρ(A)\rho(A) 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 a,b,c,d∈Ra, b, c, d \in\mathbb{R} satisfy a>ba > b, a>0a > 0, and d>0d > 0. Put s=a+2cs = a + 2c, and suppose

s>0,a−c=3d,b>s3.(1)s > 0, \qquad a - c = \sqrt{3}d, \qquad b > \frac{s}{3}. \tag*{(1)}

Then σ={a,b,c+di,c−di}\sigma= \{a, b, c + di, c - di\} is realizable and spectrally simple, but is not irreducibly realizable.

Corollary 1.2. The spectrum

{1,12,i3,−i3}(2)\left\{1, \frac{1}{2}, \frac{i}{\sqrt{3}}, -\frac{i}{\sqrt{3}}\right\} \tag*{(2)}

is realizable and spectrally simple, but has no irreducible nonnegative realization.

The proof uses an eigenvector for the smaller real eigenvalue bb. Its positive and negative coordinates force a strict lower bound on the sum of products aijajia_{ij}a_{ji}. The coefficient of x2x^2 in the characteristic polynomial gives an incompatible upper bound. The argument includes eigenvectors with zero coordinates.

An eigenvector inequality

For a nonnegative 4×44 \times4 matrix A=(aij)A=(a_{ij}), put

li=aii,qij=aijaji(i<j),Q=∑i<jqij.(3)l_i=a_{ii},\qquad q_{ij}=a_{ij}a_{ji}\quad(i<j),\qquad Q=\sum_{i<j}q_{ij}. \tag*{(3)}

Lemma 2.1. Let A≥0A\geq0 be an irreducible 4×44 \times4 matrix, and let b<ρ(A)b<\rho(A) be a real eigenvalue. Suppose 0≤li≤b0\leq l_i\leq b for every ii, with at most one li=bl_i=b. Put ri=b−lir_i=b-l_i. After simultaneously permuting the rows and columns,

Q>r1r2+r3r4.(4)Q>r_1r_2+r_3r_4. \tag*{(4)}

Proof. Choose a real eigenvector xx with Ax=bxAx=bx. The Perron–Frobenius theorem gives a real vector ww whose entries are all positive and which satisfies wTA=ρ(A)wTw^{T}A=\rho(A)w^{T}. Since (ρ(A)−b)wTx=0(\rho(A)-b)w^{T}x=0 and b<ρ(A)b<\rho(A), we have wTx=0w^{T}x=0. Because ww has strictly positive entries, xx has both positive and negative coordinates.

Suppose first that no coordinate is zero. A sign cannot occur just once: if xix_i were the sole positive coordinate, the equation

rixi=∑j≠iaijxj≤0r_ix_i=\sum_{j\neq i}a_{ij}x_j\leq0

would force ri=0r_i=0 and aij=0a_{ij}=0 for all j≠ij\neq i, contrary to irreducibility. Replacing xx by −x-x treats a sole negative coordinate. We may therefore arrange x1,x2>0x_1,x_2>0 and x3,x4<0x_3,x_4<0. Write ui=xiu_i=x_i for i=1,2i=1,2 and vi=−xiv_i=-x_i for i=3,4i=3,4. The first two rows give

a12u2=r1u1+a13v3+a14v4,a21u1=r2u2+a23v3+a24v4.(5)\begin{aligned} a_{12}u_2&=r_1u_1+a_{13}v_3+a_{14}v_4,\\ a_{21}u_1&=r_2u_2+a_{23}v_3+a_{24}v_4. \tag*{(5)} \end{aligned}

Both left sides are positive: if one vanished, its row would have no positive off-diagonal entry. Irreducibility supplies a positive entry from {1,2}\{1,2\} to {3,4}\{3,4\}, so at least one of a13,a14,a23,a24a_{13},a_{14},a_{23},a_{24} is positive. Since v3,v4>0v_3,v_4>0, the sums

a13v3+a14v4,a23v3+a24v4a_{13}v_3+a_{14}v_4,\qquad a_{23}v_3+a_{24}v_4

in (5) are nonnegative, and at least one is positive. Consequently,

a12u2≥r1u1,a21u1≥r2u2,a_{12}u_2\geq r_1u_1,\qquad a_{21}u_1\geq r_2u_2,

with at least one strict inequality. Both left sides are positive, as established above. Multiplying gives

q12u1u2=(a12u2)(a21u1)>r1r2u1u2.q_{12}u_1u_2=(a_{12}u_2)(a_{21}u_1)>r_1r_2u_1u_2.

If r1r2=0r_1r_2=0, the strict inequality follows directly from positivity of the left side. Dividing by u1u2>0u_1u_2>0 yields q12>r1r2q_{12}>r_1r_2. The same argument, using a positive entry from {3,4}\{3,4\} to {1,2}\{1,2\}, gives q34>r3r4q_{34}>r_3r_4. All remaining qijq_{ij} are nonnegative, so (4) follows from

Q≥q12+q34>r1r2+r3r4.Q\geq q_{12}+q_{34}>r_1r_2+r_3r_4.

If xx has two zero coordinates, its nonzero coordinates have opposite signs. After relabelling, suppose x1>0x_1 > 0, x2<0x_2 < 0, and x3=x4=0x_3 = x_4 = 0. The first two row equations become

r1x1=a12x2,r2x2=a21x1.r_1x_1 = a_{12}x_2,\qquad r_2x_2 = a_{21}x_1.

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 x1,x2≠0x_1, x_2 \ne0, we obtain r1=r2=0r_1 = r_2 = 0, hence l1=l2=bl_1 = l_2 = b, contradicting the assumption that at most one diagonal entry equals bb. More than two zero coordinates cannot give both signs.

It remains to consider exactly one zero. After relabelling and, if necessary, replacing xx by −x-x, assume x1,x2>0x_1, x_2 > 0, x3<0x_3 < 0, and x4=0x_4 = 0. The third row gives r3=0r_3 = 0 and a31=a32=0a_{31} = a_{32} = 0. Irreducibility forces a34>0a_{34} > 0. Applied to the subset {3,4}\{3, 4\}, it also forces a41>0a_{41} > 0 or a42>0a_{42} > 0. The fourth row equation

a41x1+a42x2+a43x3=0a_{41}x_1 + a_{42}x_2 + a_{43}x_3 = 0

therefore implies a43>0a_{43} > 0. Hence q34>0=r3r4q_{34} > 0 = r_3r_4. The first two row equations, multiplied as above, give q12≥r1r2q_{12} \ge r_1r_2. This again proves (4).

Proof of the main result

For a list z=(z1,z2,z3,z4)z = (z_1, z_2, z_3, z_4), define e2(z)=∑i<jzizje_2(z) = \sum_{i<j} z_i z_j.

Proof of Theorem 1.1. The definition of ss and (1.1) give

c=s−a2,d=3a−s23,0<s<3a.(6)c = \frac{s-a}{2},\qquad d = \frac{3a-s}{2\sqrt{3}},\qquad0 < s < 3a. \tag*{(6)}

The nonnegative matrix

B=13(s3a−s00s3a−s3a−s0s)(7)B = \frac{1}{3} \begin{pmatrix} s & 3a-s & 0 \\ 0 & s & 3a-s \\ 3a-s & 0 & s \end{pmatrix} \tag*{(7)}

has characteristic polynomial (x−s/3)3−(a−s/3)3(x-s/3)^3-(a-s/3)^3 and eigenvalues a,c+di,c−dia, c+di, c-di. Adjoin a first row and column to BB, placing bb in the top-left entry and zero in every other new entry. The resulting nonnegative matrix has characteristic polynomial (x−b)det⁡(xI3−B)(x-b)\det(xI_3-B) and realizes σ\sigma. Moreover,

c2+d2=a2−s(a−s3)<a2,c^2+d^2 = a^2-s\left(a-\frac{s}{3}\right)<a^2,

and 0<b<a0 < b < a, so σ\sigma is spectrally simple.

Suppose now that A=(aij)A=(a_{ij}) is an irreducible nonnegative realization. Put

li=aii,qij=aijaji(i<j),Q=∑i<jqij,l_i=a_{ii},\qquad q_{ij}=a_{ij}a_{ji}\quad(i<j),\qquad Q=\sum_{i<j}q_{ij},

and write l=(l1,l2,l3,l4)l=(l_1,l_2,l_3,l_4). Write the characteristic polynomial as

det⁡(xI4−A)=x4+k1x3+k2x2+k3x+k4.\det(xI_4-A)=x^4+k_1x^3+k_2x^2+k_3x+k_4.

The first two characteristic coefficients are k1k_1, the coefficient of x3x^3, and k2k_2, the coefficient of x2x^2. Computing them from the matrix entries and from the prescribed eigenvalues gives

k1=−∑ili=−(b+s),k2=e2(l)−Q=e2(σ)=s(b+s3).(8)k_1=-\sum_i l_i=-(b+s),\qquad k_2=e_2(l)-Q=e_2(\sigma)=s\left(b+\frac{s}{3}\right). \tag*{(8)}

Indeed, expanding the determinant gives ∑i<j(lilj−aijaji)\sum_{i<j}(l_i l_j-a_{ij}a_{ji}) as the coefficient of x2x^2.

Let m=max⁡ilim=\max_i l_i. The other three diagonal entries have sum b+s−mb+s-m; their pairwise products sum to at most (b+s−m)2/3(b+s-m)^2/3, with equality only when those entries are equal. Since Q≥0Q\ge0, (8) yields

s(b+s3)≤e2(l)≤m(b+s−m)+(b+s−m)23.(9)s\left(b+\frac{s}{3}\right)\le e_2(l)\le m(b+s-m)+\frac{(b+s-m)^2}{3}. \tag*{(9)}

The last expression, as a function of mm, is strictly decreasing for m>(b+s)/4m>(b+s)/4. Since b>s/3b>s/3, we have b>(b+s)/4b>(b+s)/4, and its value at m=bm=b is s(b+s/3)s(b+s/3). Consequently m≤bm\le b. If m=bm=b, equality holds throughout {(xref)}(3.4), so Q=0Q=0 and the other three diagonal entries are s/3<bs/3<b. Thus 0≤li≤b0\le l_i\le b, with at most one li=bl_i=b.

Lemma 2.1 applies, because b<a=ρ(A)b<a=\rho(A). Put r=(r1,r2,r3,r4)r=(r_1,r_2,r_3,r_4), where ri=b−lir_i=b-l_i, and label the indices as in that lemma. Expanding e2(l)=e2(b−r1,…,b−r4)e_2(l)=e_2(b-r_1,\ldots,b-r_4) in {(xref)}(3.3) gives

∑iri=3b−s,Q=e2(r)−3b2+2bs−s23.(10)\sum_i r_i=3b-s,\qquad Q=e_2(r)-3b^2+2bs-\frac{s^2}{3}. \tag*{(10)}

Set X=r1+r2X=r_1+r_2 and Z=r3+r4Z=r_3+r_4. Since X+Z=3b−sX+Z=3b-s, we have XZ≤(3b−s)2/4XZ\le(3b-s)^2/4. It follows that

0<Q−r1r2−r3r4=XZ−3b2+2bs−s23≤(3b−s)24−3b2+2bs−s23=−(3b−s)212<0.(11)\begin{aligned} 0<Q-r_1r_2-r_3r_4&=XZ-3b^2+2bs-\frac{s^2}{3}\\ &\le\frac{(3b-s)^2}{4}-3b^2+2bs-\frac{s^2}{3}\\ &=-\frac{(3b-s)^2}{12}<0. \tag*{(11)} \end{aligned}

This contradiction proves that σ\sigma is not irreducibly realizable.

Proof of Corollary 1.2. Take (a,b,c,d)=(1,1/2,0,1/3)(a,b,c,d)=(1,1/2,0,1/\sqrt{3}). Then s=1s=1, and every hypothesis of Theorem 1.1 holds. The construction in {(xref)}(3.2) gives the explicit realization

(1/200001/32/30001/32/302/301/3).\begin{pmatrix} 1/2 & 0 & 0 & 0\\ 0 & 1/3 & 2/3 & 0\\ 0 & 0 & 1/3 & 2/3\\ 0 & 2/3 & 0 & 1/3 \end{pmatrix}.

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 a,b,c,d∈Ra,b,c,d\in\mathbb{R} satisfy a>ba>b, a>0a>0, and d>0d>0. Suppose {a,c±di}\{a,c\pm di\} is realizable and

a+2c>0,a−c=3d,b>a+2c3.a+2c>0,\qquad a-c=\sqrt{3}d,\qquad b>\frac{a+2c}{3}.

They conjectured that σ={a,b,c±di}\sigma=\{a,b,c\pm di\} has no irreducible nonnegative realization.

Corollary 3.2. The family conjecture of Johnson, Marijuán, and Pisonero stated above is true.

Proof. Put s=a+2cs=a+2c. The parameters satisfy every hypothesis of Theorem 1.1, which excludes every irreducible nonnegative realization of σ\sigma.

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. [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

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