Single qubit neural quantum circuit for solving Exclusive-OR

The main goal of this work was designing a single qubit neural quantum circuit for performing Exclusive-OR, a concrete example of an operation requiring multiple layers in classical neural networks. The corresponding Qiskit code was tested on both simulators and IBM's “ibmqx2” five-qubit quantu...

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Autor principal:	I.V. Grossu
Formato:	article
Lenguaje:	EN
Publicado:	Elsevier 2021
Materias:	Perceptron Quantum artificial neural networks Linearly nonseparable problems Backpropagation Quantum computing Artificial intelligence Science Q
Acceso en línea:	https://doaj.org/article/2355016a551d43d7b695fb4fe055d307
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spelling	oai:doaj.org-article:2355016a551d43d7b695fb4fe055d3072021-11-12T04:35:26ZSingle qubit neural quantum circuit for solving Exclusive-OR2215-016110.1016/j.mex.2021.101573https://doaj.org/article/2355016a551d43d7b695fb4fe055d3072021-01-01T00:00:00Zhttp://www.sciencedirect.com/science/article/pii/S2215016121003630https://doaj.org/toc/2215-0161The main goal of this work was designing a single qubit neural quantum circuit for performing Exclusive-OR, a concrete example of an operation requiring multiple layers in classical neural networks. The corresponding Qiskit code was tested on both simulators and IBM's “ibmqx2” five-qubit quantum processor. Further analyses along training the proposed neural quantum circuit are currently in progress.• A single qubit neural quantum circuit for performing XOR was tested on IBM Q Experience• XOR is a concrete example of an operation requiring multiple layers in classical neural networksI.V. GrossuElsevierarticlePerceptronQuantum artificial neural networksLinearly nonseparable problemsBackpropagationQuantum computingArtificial intelligenceScienceQENMethodsX, Vol 8, Iss , Pp 101573- (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Perceptron Quantum artificial neural networks Linearly nonseparable problems Backpropagation Quantum computing Artificial intelligence Science Q
spellingShingle	Perceptron Quantum artificial neural networks Linearly nonseparable problems Backpropagation Quantum computing Artificial intelligence Science Q I.V. Grossu Single qubit neural quantum circuit for solving Exclusive-OR
description	The main goal of this work was designing a single qubit neural quantum circuit for performing Exclusive-OR, a concrete example of an operation requiring multiple layers in classical neural networks. The corresponding Qiskit code was tested on both simulators and IBM's “ibmqx2” five-qubit quantum processor. Further analyses along training the proposed neural quantum circuit are currently in progress.• A single qubit neural quantum circuit for performing XOR was tested on IBM Q Experience• XOR is a concrete example of an operation requiring multiple layers in classical neural networks
format	article
author	I.V. Grossu
author_facet	I.V. Grossu
author_sort	I.V. Grossu
title	Single qubit neural quantum circuit for solving Exclusive-OR
title_short	Single qubit neural quantum circuit for solving Exclusive-OR
title_full	Single qubit neural quantum circuit for solving Exclusive-OR
title_fullStr	Single qubit neural quantum circuit for solving Exclusive-OR
title_full_unstemmed	Single qubit neural quantum circuit for solving Exclusive-OR
title_sort	single qubit neural quantum circuit for solving exclusive-or
publisher	Elsevier
publishDate	2021
url	https://doaj.org/article/2355016a551d43d7b695fb4fe055d307
work_keys_str_mv	AT ivgrossu singlequbitneuralquantumcircuitforsolvingexclusiveor
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Single qubit neural quantum circuit for solving Exclusive-OR

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