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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| Asıl Yazarlar: | , , , , |
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| Materyal Türü: | Artigo |
| Dil: | Inglês |
| Baskı/Yayın Bilgisi: |
Nature Portfolio
2026-03-01
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| Seri Bilgileri: | npj Quantum Information |
| Online Erişim: | https://doi.org/10.1038/s41534-026-01202-5 |
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