A co-design framework of neural networks and quantum circuits towards quantum advantage

The advantages coming from involving quantum systems in machine learning are still not fully clear. Here, the authors propose a software/hardware co-design framework towards quantum-friendly neural networks showing quantum advantage, representing data as either random variables or numbers in unitary...

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Detalles Bibliográficos
Autores principales:	Weiwen Jiang, Jinjun Xiong, Yiyu Shi
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/a1cce8a952474e72b81541d601180807
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:a1cce8a952474e72b81541d601180807
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spelling	oai:doaj.org-article:a1cce8a952474e72b81541d6011808072021-12-02T14:16:13ZA co-design framework of neural networks and quantum circuits towards quantum advantage10.1038/s41467-020-20729-52041-1723https://doaj.org/article/a1cce8a952474e72b81541d6011808072021-01-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-20729-5https://doaj.org/toc/2041-1723The advantages coming from involving quantum systems in machine learning are still not fully clear. Here, the authors propose a software/hardware co-design framework towards quantum-friendly neural networks showing quantum advantage, representing data as either random variables or numbers in unitary matrices.Weiwen JiangJinjun XiongYiyu ShiNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-13 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Weiwen Jiang Jinjun Xiong Yiyu Shi A co-design framework of neural networks and quantum circuits towards quantum advantage
description	The advantages coming from involving quantum systems in machine learning are still not fully clear. Here, the authors propose a software/hardware co-design framework towards quantum-friendly neural networks showing quantum advantage, representing data as either random variables or numbers in unitary matrices.
format	article
author	Weiwen Jiang Jinjun Xiong Yiyu Shi
author_facet	Weiwen Jiang Jinjun Xiong Yiyu Shi
author_sort	Weiwen Jiang
title	A co-design framework of neural networks and quantum circuits towards quantum advantage
title_short	A co-design framework of neural networks and quantum circuits towards quantum advantage
title_full	A co-design framework of neural networks and quantum circuits towards quantum advantage
title_fullStr	A co-design framework of neural networks and quantum circuits towards quantum advantage
title_full_unstemmed	A co-design framework of neural networks and quantum circuits towards quantum advantage
title_sort	co-design framework of neural networks and quantum circuits towards quantum advantage
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/a1cce8a952474e72b81541d601180807
work_keys_str_mv	AT weiwenjiang acodesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage AT jinjunxiong acodesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage AT yiyushi acodesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage AT weiwenjiang codesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage AT jinjunxiong codesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage AT yiyushi codesignframeworkofneuralnetworksandquantumcircuitstowardsquantumadvantage
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A co-design framework of neural networks and quantum circuits towards quantum advantage

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