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O. J. Assaad

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Preprint Aug 2026

Finite Gaussian Reconstruction of Polynomial Orbits: From Correlated Moments to Oscillatory Periods

Let $P$ be a real polynomial of degree at most $m$ on $\mathbb{R}^d$, and let $X$ be standard Gaussian. Because Gaussian observations are invariant under $O(d)$, the natural inverse problem is to recover the orthogonal orbit of $P$; the law of $P(X)$ alone is generally insufficient. We prove that a prescribed finite family of mixed moments of correlated Gaussian replicas, $$ M_{P,r}(\Sigma)=\mathbb{E}\prod_{a=1}^r P(X_a), $$ separates $O(d)$-orbits. We construct an explicit replica cutoff and rational covariance grids satisfying $$ \frac{1}{2}I_r\preceq\Sigma\preceq\frac{3}{2}I_r. $$ Finite differences recover all complete Wick contractions needed by invariant theory, giving an exact finite decoder. The resulting probe map is bi-H"older equivalent to orbit distance on coefficient balls, with an effective exponent. We then identify the same certificate in an irregular period system. Replicated characteristic functions are polynomial oscillatory periods, and their mixed derivatives at zero are the moments above. If the leading homogeneous part of $P$ has an isolated critical point, the active-replica face indexed by $I$ has twisted de Rham rank $(m-1)^{d|I|}$; zero coupling is therefore a rank-changing boundary. The forced scaling $$ \tau_a=\rho^{m-2}\lambda_a,\qquad x_a=\rho^{-1}u_a $$ produces compatible Rees--Jacobi lattices and, under central nonresonance, a canonical rank-one Gaussian branch. On admissible tame Morse chambers, the period matrix factors into algebraic Jacobi, sectorial thimble, and integral Betti components. Projecting the assembled real-contour period onto the Gaussian branch recovers exactly the finite orbit certificate.

O. J. Assaad · 0 citations
Preprint Aug 2026

Weak Limits of Wiener Chaos: Primitive-Fock Classification and Hilbert-Stein Extraction

We characterize the weak closure of uniformly $L^2$-bounded vectors in a fixed Wiener chaos when the underlying Gaussian Hilbert spaces may vary. On a represented subsequence, each physical-weight tensor space splits into a decomposable closed span and its primitive orthogonal complement. Primitive-block evaluation extends to a unitary weighted Fock representation. Hence the weak limits of a $q$th chaos are exactly the weighted Wiener polynomials indexed by partitions of $q$, and every such terminal is realized by homogeneous $q$-fold Wiener integrals. Each represented terminal has a minimal separable graded support, unique up to graded orthogonal transformations. We construct a positive Hilbert-Stein extraction. After $J$ steps, its residual Gaussian and interface defects are $O(J^{-1})$, while the Stein factorization error is $O(J^{-1/2})$. The remaining active and covariance comparisons have no bounded-energy rate. In homogeneous chaos, Gram-reduced feedback converges to the decomposable and primitive Fock projections; the latter is the canonical independent Gaussian factor. The vanishing of all marginal fourth cumulants is equivalent to disappearance of the decomposable projection, recovering the vector fourth-moment theorem with a characteristic-function bound. For finite mixed degrees, a weightwise triangular procedure removes the ghost obstruction and recovers the maximal Gaussian factor detected by all one-leg contractions.

O. J. Assaad · 0 citations

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