Emergent Mind

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 $\mathcal{B}s(\mathbb{R}d)$ and the potential function admitting a non-negative lower bound decomposes as a positive constant plus a function in $\mathcal{B}s(\mathbb{R}d)$, then the solution lies in the spectral Barron space $\mathcal{B}{s+2}(\mathbb{R}d)$.

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