Skip to content
Shadow Theory

The modular carrier of spectral ratios

The exact finite-window observable, conjugation flow and what its transformations retain.

An ordered pair of retained spectral values is an eigenvalue direction of a modular operator. The exact count keeps multiplicities and removes the original self-pairs.

9. Spectral ratios as coherent and modular readouts

The field becomes accessible through a declared response. Fix a finite spectral subspace H+\mathsf H_+ of dimension n≥2n\ge2, retain all multiplicities, and let

V=g(K)∣H+>0,Vei=viei.(2)V=g(K)|_{\mathsf H_+}>0,\qquad V e_i=v_i e_i.\tag{2}

Here the subspace reduces KK. It is part of the empirical specification, not a post-score selection. The function gg is the native readout, and need not equal either hh or fTf_T. Section 10 states the actual functions used in the completed study. We work on the complex Hilbert space HS=B(H+)\mathcal{HS}=B(\mathsf H_+) with ⟨X,Y⟩HS=Tr(X∗Y)\langle X,Y\rangle_{HS}=\mathop{\mathrm{Tr}}(X^*Y) and with the full matrix algebra acting by left multiplication.

9.1 The exact operator representation

Theorem 9.1. Ratio and log-ratio carriers.

Let ρ=V/TrV\rho=V/\mathop{\mathrm{Tr}}V and define

Δρ(X)=ρXρ−1,A=log⁡V,D(X)=AX−XA.\Delta_\rho(X)=\rho X\rho^{-1},\qquad A=\log V,\qquad \mathcal D(X)=AX-XA.

Then Δρ\Delta_\rho is positive selfadjoint on HS\mathcal{HS}, D\mathcal D is selfadjoint, and

Δρ(eiej∗)=vivjeiej∗,D(eiej∗)=(log⁡vi−log⁡vj)eiej∗,log⁡Δρ=D.(3)\Delta_\rho(e_i e_j^*)=\frac{v_i}{v_j}e_i e_j^*,\qquad \mathcal D(e_i e_j^*)=(\log v_i-\log v_j)e_i e_j^*,\qquad \log\Delta_\rho=\mathcal D.\tag{3}

The ordered nonself ratio measure and its logarithmic pushforward are

η(J)=TrHS1J(Δρ)−n1J(1)n(n−1),(4)ν(I)=TrHS1I(D)−n1I(0)n(n−1).(5)\begin{aligned}\eta(J)&=\frac{\mathop{\mathrm{Tr}}_{HS}{\bf1}_J(\Delta_\rho)-n{\bf1}_J(1)}{n(n-1)},\qquad\text{(4)}\\ \nu(I)&=\frac{\mathop{\mathrm{Tr}}_{HS}{\bf1}_I(\mathcal D)-n{\bf1}_I(0)}{n(n-1)}.\qquad\text{(5)}\end{aligned}

Both are positive probability measures. These formulas are independent of basis choices inside degenerate eigenspaces.

Proof. The matrix units eiej∗e_i e_j^* form an orthonormal basis of HS\mathcal{HS}. Left multiplication by ρ\rho and right multiplication by ρ−1\rho^{-1} are commuting positive selfadjoint operators, so their product is positive selfadjoint. Applying them to the matrix units gives the first formula. Applying left minus right multiplication by AA gives the second. Taking the scalar logarithm of the first eigenvalue proves the operator identity. Of the n2n^2 labelled pairs, exactly nn are self pairs; subtracting those terms leaves the n(n−1)n(n-1) nonself terms. When vi=vjv_i=v_j for i≠ji\ne j, the corresponding mass at 11 or 00 remains. Changing a basis inside a degenerate eigenspace changes matrix units but not their eigenvalue multiplicities or the trace formulas. ◻

This is the standard finite-dimensional modular operator in the Hilbert–Schmidt representation with cyclic separating vector ρ1/2\rho^{1/2} [27, Sec. 4]. The application in Theorem 9.1 fixes its state from the existing spectral readout. It does not require that an image or coupling graph have been measured as a quantum density matrix. The declared algebra is essential: the diagonal abelian algebra alone would have trivial modular action and would not retain the off-diagonal ratio directions.

Corollary 9.2. The unchanged finite-window statistic.

For original centers cj>0c_j>0 and relative tolerance ϵ∈(0,1)\epsilon\in(0,1) let

Wj=[cj(1−ϵ),cj(1+ϵ)],Ij=[log⁡cj+log⁡(1−ϵ),log⁡cj+log⁡(1+ϵ)].W_j=[c_j(1-\epsilon),c_j(1+\epsilon)],\qquad I_j=[\log c_j+\log(1-\epsilon),\log c_j+\log(1+\epsilon)].

Let BrB_r be the native eligible-ratio set, B=log⁡BrB=\log B_r, and assume η(Br)>0\eta(B_r)>0. Then

pj=η(Wj∩Br)η(Br)=ν(Ij∩B)ν(B),NR=n(n−1)η(Br).(6)p_j=\frac{\eta(W_j\cap B_r)}{\eta(B_r)} =\frac{\nu(I_j\cap B)}{\nu(B)},\qquad N_R=n(n-1)\eta(B_r).\tag{6}

SUM adds the pjp_j with overlap multiplicity. UNION is η((∪jWj)∩Br)/η(Br)\eta((\cup_jW_j)\cap B_r)/\eta(B_r), so each eligible pair is counted once.

Proof. Equation (4) counts precisely the original ordered nonself ratios. The logarithm is strictly increasing, transporting each closed window and each native open cutoff with its endpoint conventions unchanged. Summing indicators gives SUM, while taking their union gives UNION. ◻

Thus the ratio signature is an exact spectral observable of an operator built from the CSCF carrier. Its interpretation as a readout is established independently of which numerical profile occurs.

9.2 Phase flow and the form factor

Proposition 9.3. Coherent conjugation identity.

For Wt=e−itAW_t=e^{-itA},

e−itD(X)=WtXWt∗,TrHSe−itD=∣TrWt∣2,(7)e^{-it\mathcal D}(X)=W_tXW_t^*,\qquad \mathop{\mathrm{Tr}}_{HS}e^{-it\mathcal D}=|\mathop{\mathrm{Tr}}W_t|^2,\tag{7}

and

ν^(t)=∫e−itxν(dx)=∣Tre−itlog⁡V∣2−nn(n−1).(8)\widehat\nu(t)=\int e^{-itx}\nu(dx)=\frac{|\mathop{\mathrm{Tr}}e^{-it\log V}|^2-n}{n(n-1)}.\tag{8}

Proof. Left and right multiplication by AA commute, so their exponentials factor and give conjugation. Alternatively, apply both sides to every matrix unit in (3). The trace is ∑i,je−it(log⁡vi−log⁡vj)=∣∑ie−itlog⁡vi∣2\sum_{i,j}e^{-it(\log v_i-\log v_j)}=|\sum_i e^{-it\log v_i}|^2. Remove the nn self terms to obtain (8). ◻

This recovers the completed spectral study’s log-autocorrelation identity [23, Sec. 3.2] and places it on an explicit operator space. Spectral form factors of the trace-square type are physically measurable, including on superconducting quantum processors [8]. In the present construction the generator is log⁡V\log V and the parameter is the corresponding spectral conjugate variable; identifying it with a physical clock requires a realization law. No GOE unfolding or spectral-chaos classification is implicit in (8).

9.3 Connection to the CSCF coherence symbol

There are two compatible ways to relate this flow to C=h(K)C=h(K). If the declared hh is injective on the retained spectrum, then

A=ψ(C∣H+),ψ=log⁡g∘(h∣σ(K∣H+))−1.(9)A=\psi(C|_{\mathsf H_+}),\qquad \psi=\log g\circ\big(h|_{\mathop{\mathrm{\sigma}}(K|_{\mathsf H_+})}\big)^{-1}.\tag{9}

This keeps the original symbol fixed: the log-readout conjugation belongs to its spectral calculus, although its frequencies are ψ(h(λi))\psi(h(\lambda_i)) rather than generally h(λi)h(\lambda_i).

A second construction selects a readout-adapted admissible symbol. Suppose the retained readout has at least two distinct eigenvalues, σ(K∣H+)⊂[λ−,λ+]⊂(0,∞)\mathop{\mathrm{\sigma}}(K|_{\mathsf H_+})\subset[\lambda_-,\lambda_+]\subset(0,\infty), and gg is continuous, strictly monotone and positive on this interval. Set s=1s=1 for increasing gg, s=−1s=-1 for decreasing gg, and r(λ)=slog⁡g(λ)r(\lambda)=s\log g(\lambda). Define

hg(λ)={0,0≤λ≤λ−,r(λ)−r(λ−),λ−≤λ≤λ+,r(λ+)−r(λ−),λ≥λ+.(10)h_g(\lambda)=\begin{cases} 0,&0\le\lambda\le\lambda_-,\\ r(\lambda)-r(\lambda_-),&\lambda_-\le\lambda\le\lambda_+,\\ r(\lambda_+)-r(\lambda_-),&\lambda\ge\lambda_+. \end{cases}\tag{10}

It is bounded, real, nondecreasing and zero at 00. When the retained readout has two distinct values it is nontrivial there. On the retained space,

Cg=hg(K)=slog⁡V−r(λ−)I,ad(Cg)=sD.C_g=h_g(K)=s\log V-r(\lambda_-)I,\qquad \mathop{\mathrm{ad}}(C_g)=s\mathcal D.

Hence (8) is a quadratic trace readout of a coherent face in the admitted symbol class. The scalar shift changes only a common phase, which cancels in conjugation. Kerr’s decreasing transmission requires s=−1s=-1; ordered windows and the asymmetric native cutoff must retain that reversal. The symbol in (10) is a mathematical readout choice, not a fitted or independently measured physical coherence law.

These results give a precise meaning to approaching recurring spectral organization through the coherent face: it is encoded in mode-preserving phase differences and their quadratic trace readouts. The eigenvalue information is inherited from the same KK that supports dissipation. A geometric/irrational versus exponential/rational division of the constant library is not needed for this connection and is not an established sector classifier.

9.4 What the transformations preserve

Normalization V↦aVV\mapsto aV, a>0a>0, leaves Δρ\Delta_\rho, D\mathcal D, all ratio windows and conjugation unchanged. It discards the absolute scale of VV, which must be retained separately for absolute-scale recovery. Taking the trace on operator space removes eigenbasis information. This is licensed for the nominated pooled spectral statistic but not for spatial directionality, physical probe placement or persistent-homology features. In particular, the two operator-space actions in a modular representation are not two physical field sectors. The coherent and dissipative faces remain functions of the one-sided carrier specified in (2).

Published source: The Canonical Spectral-Curvature Field: A Unified Operator Origin for Coherence, Dissipation, and Spectral Budgets. Read the original PDF alongside the web treatment.