cs.CLJul 26, 2026

Research Report on Noise-Shaped One-Bit Coefficients in Discrete Polynomial Fourier Extension

Authors: Shengquan Wang

Organizations: [cs.CL]

Abstract

This report studies noise-shaped one-bit coefficients in normalized discrete polynomial Fourier extension. For first-order Sigma-Delta quantization, the error is written as ek=ukqk=Δvke_k=u_k-q_k=Δv_k with a uniformly bounded state. Discrete summation by parts then yields variation estimates for complex weights and an O(N1)O(N^{-1}) approximation rate on compact parameter sets. For the parabolic phase φx,t(ξ)=xξ+tξ2φ_{x,t}(ξ)=xξ+tξ^2, the bound is expressed through J(x,t)=01x+2tξdξJ(x,t)=\int_0^1 |x+2tξ|dξ, and the uniform N1N^{-1} rate is shown to be sharp over the admissible input class. Higher-order finite-record identities are derived with all endpoint traces retained. Under endpoint compatibility, or after explicit boundary correction, an rrth-order noise-shaped error e=Δrve=Δ^r v gives O(Nr)O(N^{-r}) decay for sufficiently smooth weights and O(N(r1+α))O(N^{-(r-1+α)}) decay for Cr1,αC^{r-1,α} weights. Exact L2L^2 orthogonality identities, fourth-moment formulas, local kernel estimates, and oscillatory transfer bounds are also established. Extensions to polynomial phases, multidimensional parameter families, growing observation regions, and correlated state models are included.

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