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Basic protocols in quantum reinforcement learning with superconducting circuits

Superconducting circuit technologies have recently achieved quantum protocols involving closed feedback loops. Quantum artificial intelligence and quantum machine learning are emerging fields inside quantum technologies which may enable quantum devices to acquire information from the outer world and...

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Autor principal: Lamata, Lucas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431677/
https://www.ncbi.nlm.nih.gov/pubmed/28487535
http://dx.doi.org/10.1038/s41598-017-01711-6
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author Lamata, Lucas
author_facet Lamata, Lucas
author_sort Lamata, Lucas
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description Superconducting circuit technologies have recently achieved quantum protocols involving closed feedback loops. Quantum artificial intelligence and quantum machine learning are emerging fields inside quantum technologies which may enable quantum devices to acquire information from the outer world and improve themselves via a learning process. Here we propose the implementation of basic protocols in quantum reinforcement learning, with superconducting circuits employing feedback- loop control. We introduce diverse scenarios for proof-of-principle experiments with state-of-the-art superconducting circuit technologies and analyze their feasibility in presence of imperfections. The field of quantum artificial intelligence implemented with superconducting circuits paves the way for enhanced quantum control and quantum computation protocols.
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spelling pubmed-54316772017-05-16 Basic protocols in quantum reinforcement learning with superconducting circuits Lamata, Lucas Sci Rep Article Superconducting circuit technologies have recently achieved quantum protocols involving closed feedback loops. Quantum artificial intelligence and quantum machine learning are emerging fields inside quantum technologies which may enable quantum devices to acquire information from the outer world and improve themselves via a learning process. Here we propose the implementation of basic protocols in quantum reinforcement learning, with superconducting circuits employing feedback- loop control. We introduce diverse scenarios for proof-of-principle experiments with state-of-the-art superconducting circuit technologies and analyze their feasibility in presence of imperfections. The field of quantum artificial intelligence implemented with superconducting circuits paves the way for enhanced quantum control and quantum computation protocols. Nature Publishing Group UK 2017-05-09 /pmc/articles/PMC5431677/ /pubmed/28487535 http://dx.doi.org/10.1038/s41598-017-01711-6 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Lamata, Lucas
Basic protocols in quantum reinforcement learning with superconducting circuits
title Basic protocols in quantum reinforcement learning with superconducting circuits
title_full Basic protocols in quantum reinforcement learning with superconducting circuits
title_fullStr Basic protocols in quantum reinforcement learning with superconducting circuits
title_full_unstemmed Basic protocols in quantum reinforcement learning with superconducting circuits
title_short Basic protocols in quantum reinforcement learning with superconducting circuits
title_sort basic protocols in quantum reinforcement learning with superconducting circuits
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431677/
https://www.ncbi.nlm.nih.gov/pubmed/28487535
http://dx.doi.org/10.1038/s41598-017-01711-6
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