Approximation properties of complex-valued neural networks: An overview

Published: 25 Mar 2025, Last Modified: 20 May 2025SampTA 2025 OralEveryoneRevisionsBibTeXCC BY 4.0
Session: General
Keywords: complex-valued neural networks, universality, approximation rates
Abstract: While the approximation properties of real-valued neural networks have been a subject of intense mathematical research since the 1990s, the approximation properties of complex-valued neural networks have only gained increased attention in recent years. In this paper, we provide an overview of the known results and specifically discuss the similarities and differences between the complex-valued and real-valued case.
Submission Number: 65
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