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Probabilitymath.PRIS-MM-freeconv-spectrum
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The coupling matrix of the finite free convolution at the Hermite diagonal is symmetric, and its spectrum is exactly {2^(-k/2)}

Abstract

The finite free additive convolution boxplusₙ of Marcus, Spielman and Srivastava acts on the root vectors of monic real-rooted polynomials of degree n by a map Ω that is smooth at a simple-root configuration. Hashemi's coupling matrix Eₙ is the partial Jacobian partialΩ(·,h)/partialα frozen at the Hermite diagonal α=β=h, where h is the root vector of the degree-n probabilists' Hermite polynomial Heₙ. On numerical evidence — the ten leading singular values at nine degrees between 10 and 90, and a relative Frobenius asymmetry below 10⁻¹⁰ — he conjectures that Eₙ is symmetric and that its singular values on 1ᵖerp are exactly {2^(-k/2):k=1,…,n-1}, the same numbers at every degree. We prove both, at every degree and in exact form: Eₙᵗᵒᵖ=Eₙ; the characteristic polynomial of Eₙ is ∏ₖ₌₀ⁿ⁻¹(X-2^(-k/2)); that of the Gram matrix EₙᵗᵒᵖEₙ is ∏ₖ₌₀ⁿ⁻¹(X-2⁻ᵏ); and tr Eₙ-1=Σₖ₌₁ⁿ⁻¹2^(-k/2), an identity the source derives only under both of its conjectures. The mechanism is that convolving with Heₙ is the heat operator G=e^(-D²/2): Christoffel–Darboux expands Heₙ/(x-uⱼ) in the Hermite basis, GHeₘ is the variance-two Hermite polynomial and He^((2))ₘ(sqrt2 x)=2^(m/2)Heₘ(x), so Eₙ is the matrix of a rescaled heat operator — manifestly symmetric in one basis, diagonal in another. Nothing here is an exhaustive computation: every statement holds at every degree at once, and the source's numerics are reproduced only as a check that the algebraic definition used here is the analytic object it is meant to be. The three corollaries the source states under "Assume Conjecture 4.1" — the full singular value decomposition of the convolution Jacobian, the local stability constant, and the finite free central limit rate λ_(CLT)=1/sqrt2 uniform in n — therefore hold unconditionally. Every lemma, proposition and theorem below is machine-checked in Lean 4; the two corollaries and the two remarks are not, and say so.

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Claim ledger

Stated results

11 entries
FC1candidate2026-09-03

Symmetry of the finite free convolution coupling matrix: for every degree n = N+1 and every injective enumeration u of the roots of Heₙ, the matrix Eₙ defined by implicit differentiation of the convolution root map at the Hermite diagonal satisfies Eₙ^T = Eₙ

FC2candidate2026-09-03

The eigenvalues of Eₙ: charpoly(Eₙ) = prodₖ₌₀ⁿ⁻¹ (X - 2^(-k/2)), for every degree, independent of n

FC3candidate2026-09-03

The source's Conjecture (Geometric spectrum of Eₙ): the singular values of Eₙ are exactly 2^(-k/2), k = 0..n-1, stated as charpoly(Eₙ^T Eₙ) = prodₖ₌₀ⁿ⁻¹ (X - 2⁻ᵏ) – a rational characteristic polynomial

FC4known2026-09-03

Eₙ is doubly stochastic in the sense Eₙ 1 = 1 and 1^T Eₙ = 1^T (columns and rows sum to 1), obtained here as the m = N case of the eigen-relation rather than from the Gauss-Lucas coupling argument

FC5candidate2026-09-03

Unconditional trace identity: trace(Eₙ) - 1 = sumₖ₌₁ⁿ⁻¹ 2^(-k/2), i.e. the source's Tr(Eₙ|_W) formula, which it derives only under both of its conjectures

FC6routine2026-09-03

Non-vacuity of the hypotheses: He 2 = X² - 1 and He 3 = X³ - 3X, so![-1,1] and![-sqrt 3, 0, sqrt 3] are injective enumerations of their roots and every headline theorem has instances

FC7routine2026-09-03

Anchor at n = 2: Emat 1![-1,1] sqrt 2 =!![(2+sqrt 2)/4, (2-sqrt 2)/4; (2-sqrt 2)/4, (2+sqrt 2)/4], with charpoly (X-1)(X-1/sqrt 2) recomputed independently from Matrix.charpoly_finₜwo

FC8routine2026-09-03

Negative controls: the spectrum is not 2^(-k/2): k = 1..n (the eigenvalue 1 is present), it is not 1 with multiplicity n, and injectivity of the node vector is load-bearing – for u =![-1,-1], which satisfies hroot, E₂ is the constant matrix and its charpoly is not the dyadic product

FC9known2026-09-03

Christoffel-Darboux for the probabilists' Hermite polynomials: (X - y) * sum_(m<=n) Heₘ(y)/m! * Heₘ * n! = Heₙ₊₁ Heₙ(y) - Heₙ Heₙ₊₁(y)

FC10known2026-09-03

The bridge from the source's coefficient formula to the operator: e^(-D²/2) xᵐ = Heₘ, and for every p of degree <= n the source's (eq:boxplus_coeff) applied to (p, Heₙ) returns e^(-D²/2) p, i.e. p (+)ₙ Heₙ = e^(-D²/2) p

FC11routine2026-09-03

The eigen-relation behind the dyadic law: e^(-D²/2) Heₘ = Heₘ(.;2) (the variance-2 Appell-Hermite) and Heₘ(c x; 2) = cᵐ Heₘ(x) whenever c² = 2 – so Heₘ is an eigenvector of 'convolve with Heₙ, then rescale by sqrt 2' with eigenvalue 2^(m/2)

Provenance

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Machina Mathematica
Released by
Korea Superintelligence Labs
Source context
Source. Baran Hashemi, *Spectral Structure in Finite Free Information Inequalities and p-Stam Phase Transitions*, arXiv:2604.11922 v2 (math.PR; cs.LG, math.CO cross-lists; v1 13 Apr 2026, v2 15 May 2026 — v1 carried the different title *FlowBoost Reveals Phase Transitions and Spectral Structure in Finite Free Information Inequalities*, so quote v2). Background: Jorge Garza-Vargas, Nikhil Srivastava, Zachary Stier, *Finite Free Information Inequalities*, arXiv:2602.15822 v1 (the source's [GVS26]).
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2026-09-07 03:53 UTC
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