Date: 2026-08-12. Purpose: avoid a false novelty claim.
Verdict up front: (b) FOLLOWS EASILY from known results. Not merely "adjacent" — the statement is a two-line composition of two lemmas that are (i) textbook classical, and (ii) already stated, proved, and Lean-formalised in the Aug-2026 zeta paper and its repository, where the exact numerical specialisation "‖·‖²_F ≥ 2N in the all-off-line configuration" is written out in §7.5(a). A novelty claim would not survive review.
1. The statement, restated
Index set A = Fin n × Bool, N = 2n. S = permutation matrix of the fixed-point-free involution σ. Hypotheses: Q ⪰ 0 Hermitian; (i) Q(a, σa) = 1; (ii) Q(σa, σb) = Q(b,a), i.e. Q̄ = S Q S. Claim: Re Σ_{a,b} Q(a,b)² ≥ 4n.
Two immediate reductions (checked numerically, see §6):
Σ_{a,b} Q(a,b)² = tr(Q Qᵀ) = tr(Q Q̄) = tr(Q S Q S) = tr((QS)²).tr(QS) = Σ_a Q(a, σa) = 2n.
The Re is cosmetic. Under (ii), conj tr((QS)²) = tr((SQ)²) = tr((QS)²), so the quantity is real automatically. Presenting it as a real part makes the statement look more delicate than it is; a referee will notice.
So the claim is exactly
tr(M²) ≥ (tr M)² / nforM = QS, giventr M = 2n.
2. The two ingredients — both classical
Write Q = B*B and C = B S B* (Hermitian). Then tr C = tr(QS) = 2n and tr(C²) = tr((QS)²).
(a) Inertia bound n₊(C) ≤ n. σ fixed-point-free on 2n points ⇒ S is Hermitian, S² = I, tr S = 0 ⇒ signature exactly (n, n) ⇒ S = VV* − WW* with n columns each. Hence C = (BV)(BV)* − (BW)(BW)* and n₊(C) ≤ rank(BV) ≤ n. This is Sylvester's law of inertia in pull-back form: n₊(A*QA) ≤ n₊(Q) for arbitrary (not necessarily square or injective) A. Classical; see Sylvester's law and its Ostrowski/Haynsworth refinements (https://en.wikipedia.org/wiki/Sylvester%27s_law_of_inertia, https://en.wikipedia.org/wiki/Haynsworth_inertia_additivity_formula, https://nhigham.com/2021/03/09/eigenvalue-inequalities-for-hermitian-matrices/).
(b) Cauchy–Schwarz on eigenvalues. For Hermitian C with tr C > 0, (tr C)² ≤ (Σ_{λ>0} λ)² ≤ n₊(C) · Σ_{λ>0} λ² ≤ n₊(C) · tr(C²) (discarding negative eigenvalues only helps). Also textbook: it is the Hermitian case of ‖X‖_*² ≤ rank(X)·‖X‖_F², the standard nuclear-vs-Frobenius bound used throughout low-rank recovery (Recht–Fazel–Parrilo, Guaranteed Minimum-Rank Solutions…, https://arxiv.org/pdf/0706.4138 ; https://epubs.siam.org/doi/10.1137/070697835).
Combining: (2n)² ≤ n · tr(C²) ⇒ tr((QS)²) ≥ 4n ⇒ Σ Q² ≥ 4n. Three lines.
The described proof route (regularised projection T = Z(Z*Z+ε)⁻¹Z*, tr T² ≤ n, tr(CT) ≥ tr C − εn, trace Cauchy–Schwarz, ε → 0) is a spectral-theory-free re-derivation of exactly (a)+(b). Avoiding the spectral theorem is a formalisation convenience, not new mathematics.
3. Direct prior art: the Aug-2026 paper and its Lean repository
Paper: "More than two thirds of the zeros of the Riemann zeta function lie on the critical line" (Claude, Anthropic, 2026), https://www-cdn.anthropic.com/564f962e60643842f5fcb4a17c9dbc8f608f1c37.pdf Repo: https://github.com/anthropics/zeta-23-lean
3.1 Lemma 3.1 = our ingredient (a), verbatim
Lemma 3.1 (Inertia under pull-back). Let Q be a Hermitian form on ℂᵐ and A : U → ℂᵐ a linear map… Then n₊(Q∘A) ≤ n₊(Q).
Formalised as RHLinalg.posIndex_conj_le in Zeta23/LinAlg/Inertia.lean:
theorem posIndex_conj_le {Q : Matrix m m 𝕜} (hQ : Q.IsHermitian) (B : Matrix m d 𝕜) :
posIndex (isHermitian_conjTranspose_mul_mul B hQ) ≤ posIndex hQ3.2 Lemma 3.3 = our ingredient (b), at θ = 0
Lemma 3.3 (Thresholded Cauchy–Schwarz count). Let R be Hermitian d×d and θ ≥ 0 with tr R > θd. Then n₊^θ(R) ≥ (tr R − θd)² / tr(R²).
Formalised as RHLinalg.cauchySchwarz_count in Zeta23/LinAlg/Weyl.lean:
theorem cauchySchwarz_count {R : Matrix n n 𝕜} (hR : R.IsHermitian)
{θ : ℝ} (hθ : 0 ≤ θ) (htr : θ * Fintype.card n < rtrace R) :
(rtrace R - θ * Fintype.card n) ^ 2 / frobSq R ≤ (posIndexAbove hR θ : ℝ)At θ = 0 this is our conclusion once n₊ ≤ n is supplied.
3.3 Lemma 3.2 also gives it, by a different optimisation
rank_trace_ineq (Zeta23/LinAlg/RankTrace.lean):
theorem rank_trace_ineq {P Q : Matrix n n 𝕜} (hP : P.PosSemidef) (hQ : Q.IsHermitian)
{r b : ℕ} (hr : P.rank ≤ r) (hb : posIndex hQ ≤ b) {c : ℝ} (hc : 0 < c) :
c * rtrace P - c ^ 2 / 4 * r + 2 * c * rtrace Q - c ^ 2 * b ≤ frobSq (P + Q)Take P = 0, r = 0, Q = C, b = n, c = tr C / n = 2: LHS = 2·2·2n − 4n = 4n. So frobSq C ≥ 4n directly. The paper even remarks in the Lemma 3.2 proof discussion: "Taking Q = 0 and optimising c recovers rank P ≥ (tr P)²/‖P‖²_F."
3.4 The exact numerical specialisation is in the paper's §7.5(a)
"In the extreme hypothetical configuration in which all zeros in [T,2T] are off-line pairs, Proposition 4.1 gives rank P = 0, n₊(Q) ≤ N/2, while Lemma 3.2 would then force ‖Â‖²_F ≥ 2N > (4/3)N…"
With N = 2n zeros forming n off-line pairs, ‖Â‖²_F ≥ 2N = 4n. That is our inequality, same constant, same hypothesis content, in print.
3.5 The hypotheses are the paper's off-line block structure
Proposition 4.1(ii) of the paper: each off-line pair {ρ, 1−ρ̄} contributes a 2×2 hyperbolic block [[0, m_ρ],[m_ρ, 0]] of signature (1,1); Q is the pull-back of the direct sum of the p hyperbolic blocks under the evaluation map, so n₊(Q) ≤ p by Lemma 3.1.
Our (Fin n) × Bool indexing with a fixed-point-free involution is that ρ ↔ 1−ρ̄ pairing; condition (i) Q(a,σa) = 1 is the normalisation m_ρ = 1; condition (ii) is the reality/ functional-equation symmetry. And the stated application — energy of Σ_i 2 cosh(y_i w) e^{i t_i w} against the window autocorrelation c₂ — is literally the paper's off-line Gram-matrix computation, since 2 cosh(y w) e^{itw} is the sum of the two exponentials attached to ρ = ½ + y + it and 1 − ρ̄ = ½ − y + it. This is not an analogy; it is the same object with the number theory stripped off.
Logical relationship: our statement is a corollary of {Lemma 3.1 + Lemma 3.3(θ=0)}, and equally of {Lemma 3.1 + Lemma 3.2 at c=2, P=0}. It does not imply either of them (both are strictly more general: arbitrary Hermitian Q, arbitrary bound b, rank term, threshold θ). It is strictly weaker than Lemma 3.2, and it is the special case of §7.5(a).
4. Wider literature checked
- Bombieri, "Remarks on Weil's quadratic functional in the theory of prime numbers I", Rend. Lincei Mat. Appl. 11 (2000) 183–233 (https://eudml.org/doc/252338): the negative index of finite truncations of Weil's form counts off-line zero pairs. This is the dual bookkeeping of our hypothesis structure, and the Aug-2026 paper attributes it to him explicitly. Nearest genuine classical antecedent for the setup.
- Montgomery (1973) pair correlation / simple-zero deduction; Cheer–Goldston; Conrey–Ghosh–Gonek [CGG98]; Baluyot–Goldston–Suriajaya–Turnage-Butterbaugh (https://arxiv.org/pdf/2501.14545, https://arxiv.org/pdf/2511.20059). The scalar shadow of the linear algebra here is Montgomery's integrality step
m² ≥ 2m − 1. Nothing in this literature states our matrix inequality, but nothing in it would find it surprising. - The paper's own novelty claim (§7.4): "We are not aware of a previous use of the positive index or of the rank in combination with a second-moment evaluation." Our statement sits inside that claim, not beside it — it is a consequence of the machinery whose novelty they are asserting, published Aug 2026.
- de Branges / Hermite–Biehler / Beurling–Selberg: searched for "Gram matrix of exponentials against a nonnegative weight with conjugation involution" as a named object with known norm bounds. Found no such named object or matching bound. Gram matrices of exponentials are of course ubiquitous there, but the inertia-plus-second-moment bound is not how that literature uses them. This search was the least conclusive (see §7).
- Kantorovich / Haagerup / correlation-matrix Frobenius bounds: not the mechanism. The bound here is pure Cauchy–Schwarz on eigenvalues; no operator-norm or free-probability input is involved.
5. What, if anything, is not already written down
Essentially nothing mathematical. The most that can honestly be said:
- The packaging as a standalone matrix statement with no number theory in it (hypotheses phrased as an abstract involution + unit involution-diagonal, rather than as off-line zero pairs) does not appear verbatim anywhere I found.
- The spectral-theorem-free proof (regularised projection instead of eigenvalue Cauchy–Schwarz) is a proof-engineering variant, of interest only for formalisation.
Neither is a new theorem. Claiming novelty here would be claiming novelty for a corollary of a published lemma whose numerical specialisation is printed in the same paper's §7.5(a).
6. Numerical checking performed
2000 random feasible instances (n ∈ {1,2,3,5,8}, complex PSD Q built as B*B, symmetrised to enforce Q̄ = SQS, then congruence-normalised by a diagonal E with e_a = |d_a|^{-1/2} e^{-i·arg(d_a)/2} to enforce Q(a,σa) = 1). All satisfied the hypotheses to 1e-8. Results:
Σ Q(a,b)²had zero imaginary part in every instance (confirming §1).Σ Q² = tr((QS)²)andtr(BSB*) = 2nheld identically.n₊(BSB*) ≤ nheld in every instance.min (Σ Q²)/(4n) = 1.0251over the random sample; equality attained at n=1 with the all-ones 2×2 matrix (Σ Q² = 4), as claimed. Sharpness substantiated.
Script: /tmp/claude-0/-home-user-zeta-lab/b36e7360-bacb-5ff5-9319-18b0b8b964ba/scratchpad/chk.py
7. Residual uncertainty (what I did not settle)
- I read the paper via a text extraction of the public PDF; a local clone of
anthropics/zeta-23-lean(commit3635e74) was available and I read the Lean sources directly. Those two are solid. - I did not search MathSciNet/zbMATH (no access). A 19th/20th-century source stating "(tr A)² ≤ n₊(A)·tr(A²)" as a named lemma very likely exists; I could only cite the rank-version via the modern low-rank-recovery literature. This does not change the verdict, which is already (b).
- The de Branges / Beurling–Selberg sweep (§4, item 5) was keyword-based only. A specialist in Hermite–Biehler theory should be asked whether the "energy ≥ 4k" corollary has an independent name there. But since the corollary follows from textbook linear algebra, a prior appearance would be additional prior art, never a rescue of novelty.
8. Naming advice
Given the verdict, the honest framing is not a new named theorem but "the involution specialisation of the inertia + Cauchy–Schwarz bound (Lemma 3.1 + Lemma 3.3 of [Zeta23])". If a local descriptive label is still wanted for a Lean file:
- "Involution-normalised inertia bound" — accurate; no collision found.
- "Hyperbolic-pair Frobenius lower bound" — matches the paper's own "hyperbolic blocks" vocabulary; mild collision risk with Krein-space "hyperbolic pair" (a standard term for a two-dimensional neutral-vector pair), which is arguably a feature since it is the same idea.
- "Pair-normalised positive-index bound" — accurate, unlovely.
Names to avoid because they are taken by the very source that pre-empts this: "rank–trace inequality" (Lemma 3.2 / rank_trace_ineq), "thresholded Cauchy–Schwarz count" (Lemma 3.3 / cauchySchwarz_count), and anything eponymous. Also avoid "Sylvester-type inequality" (overloaded: Sylvester rank inequality, law of inertia, Sylvester's determinant identity).
9. Sources
- https://www-cdn.anthropic.com/564f962e60643842f5fcb4a17c9dbc8f608f1c37.pdf
- https://github.com/anthropics/zeta-23-lean
- https://eudml.org/doc/252338 (Bombieri, Weil's quadratic functional I)
- https://arxiv.org/pdf/0706.4138 and https://epubs.siam.org/doi/10.1137/070697835 (Recht–Fazel–Parrilo)
- https://en.wikipedia.org/wiki/Sylvester%27s_law_of_inertia
- https://en.wikipedia.org/wiki/Haynsworth_inertia_additivity_formula
- https://nhigham.com/2021/03/09/eigenvalue-inequalities-for-hermitian-matrices/
- https://arxiv.org/pdf/2501.14545 (Baluyot–Goldston–Suriajaya–Turnage-Butterbaugh)
- https://arxiv.org/pdf/2511.20059 (Goldston–Suriajaya)
- https://en.wikipedia.org/wiki/Montgomery%27s_pair_correlation_conjecture