QKAN: quantum Kolmogorov-Arnold networks with applications in machine learning and multivariate state preparation

Abstract We introduce quantum Kolmogorov-Arnold networks (QKAN), a quantum algorithmic framework inspired by the recently proposed Kolmogorov-Arnold Networks (KAN). QKAN inherits the compositional structure of KAN and is based on block-encodings, constructed recursively from a single layer using qua...

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Bibliografische Detailangaben

Hauptverfasser:	Petr Ivashkov, Po-Wei Huang, Kelvin Koor, Lirandë Pira, Patrick Rebentrost
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Nature Portfolio 2026-03-01
Schriftenreihe:	npj Quantum Information
Online-Zugang:	https://doi.org/10.1038/s41534-026-01202-5
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