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Hauptverfasser: Izuki, Mitsuo, Noi, Takahiro, Sawano, Yoshihiro, Tanaka, Hirokazu
Format: Preprint
Veröffentlicht: 2025
Schlagworte:
Online-Zugang:https://arxiv.org/abs/2504.14476
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author Izuki, Mitsuo
Noi, Takahiro
Sawano, Yoshihiro
Tanaka, Hirokazu
author_facet Izuki, Mitsuo
Noi, Takahiro
Sawano, Yoshihiro
Tanaka, Hirokazu
contents In this paper, we extend several approximation theorems, originally formulated in the context of the standard $L^p$ norm, to the more general framework of variable exponent spaces. Our study is motivated by applications in neural networks, where function approximation plays a crucial role. In addition to these generalizations, we provide alternative proofs for certain well-known results concerning the universal approximation property. In particular, we highlight spaces with variable exponents as illustrative examples, demonstrating the broader applicability of our approach.
format Preprint
id arxiv_https___arxiv_org_abs_2504_14476
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Some density theorems in neural network with variable exponent
Izuki, Mitsuo
Noi, Takahiro
Sawano, Yoshihiro
Tanaka, Hirokazu
Functional Analysis
26A33, 42B35
In this paper, we extend several approximation theorems, originally formulated in the context of the standard $L^p$ norm, to the more general framework of variable exponent spaces. Our study is motivated by applications in neural networks, where function approximation plays a crucial role. In addition to these generalizations, we provide alternative proofs for certain well-known results concerning the universal approximation property. In particular, we highlight spaces with variable exponents as illustrative examples, demonstrating the broader applicability of our approach.
title Some density theorems in neural network with variable exponent
topic Functional Analysis
26A33, 42B35
url https://arxiv.org/abs/2504.14476