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A Regularity Theory for Static Schrödinger Equations on Rd\mathbb{R}^dRd in Spectral Barron Spaces

25 January 2022
Ziang Chen
Jianfeng Lu
Yulong Lu
Sheng-Wei Zhou
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Abstract

Spectral Barron spaces have received considerable interest recently as it is the natural function space for approximation theory of two-layer neural networks with a dimension-free convergence rate. In this paper we study the regularity of solutions to the whole-space static Schr\"odinger equation in spectral Barron spaces. We prove that if the source of the equation lies in the spectral Barron space Bs(Rd)\mathcal{B}^s(\mathbb{R}^d)Bs(Rd) and the potential function admitting a non-negative lower bound decomposes as a positive constant plus a function in Bs(Rd)\mathcal{B}^s(\mathbb{R}^d)Bs(Rd), then the solution lies in the spectral Barron space Bs+2(Rd)\mathcal{B}^{s+2}(\mathbb{R}^d)Bs+2(Rd).

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