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Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference

In recent cross-disciplinary studies involving both optics and computing, single-photon-based decision-making has been demonstrated by utilizing the wave-particle duality of light to solve multi-armed bandit problems. Furthermore, entangled-photon-based decision-making has managed to solve a competi...

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Autores principales: Amakasu, Takashi, Chauvet, Nicolas, Bachelier, Guillaume, Huant, Serge, Horisaki, Ryoichi, Naruse, Makoto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8548474/
https://www.ncbi.nlm.nih.gov/pubmed/34702905
http://dx.doi.org/10.1038/s41598-021-00493-2
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author Amakasu, Takashi
Chauvet, Nicolas
Bachelier, Guillaume
Huant, Serge
Horisaki, Ryoichi
Naruse, Makoto
author_facet Amakasu, Takashi
Chauvet, Nicolas
Bachelier, Guillaume
Huant, Serge
Horisaki, Ryoichi
Naruse, Makoto
author_sort Amakasu, Takashi
collection PubMed
description In recent cross-disciplinary studies involving both optics and computing, single-photon-based decision-making has been demonstrated by utilizing the wave-particle duality of light to solve multi-armed bandit problems. Furthermore, entangled-photon-based decision-making has managed to solve a competitive multi-armed bandit problem in such a way that conflicts of decisions among players are avoided while ensuring equality. However, as these studies are based on the polarization of light, the number of available choices is limited to two, corresponding to two orthogonal polarization states. Here we propose a scalable principle to solve competitive decision-making situations by using the orbital angular momentum of photons based on its high dimensionality, which theoretically allows an unlimited number of arms. Moreover, by extending the Hong-Ou-Mandel effect to more than two states, we theoretically establish an experimental configuration able to generate multi-photon states with orbital angular momentum and conditions that provide conflict-free selections at every turn. We numerically examine total rewards regarding three-armed bandit problems, for which the proposed strategy accomplishes almost the theoretical maximum, which is greater than a conventional mixed strategy intending to realize Nash equilibrium. This is thanks to the quantum interference effect that achieves no-conflict selections, even in the exploring phase to find the best arms.
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spelling pubmed-85484742021-10-28 Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference Amakasu, Takashi Chauvet, Nicolas Bachelier, Guillaume Huant, Serge Horisaki, Ryoichi Naruse, Makoto Sci Rep Article In recent cross-disciplinary studies involving both optics and computing, single-photon-based decision-making has been demonstrated by utilizing the wave-particle duality of light to solve multi-armed bandit problems. Furthermore, entangled-photon-based decision-making has managed to solve a competitive multi-armed bandit problem in such a way that conflicts of decisions among players are avoided while ensuring equality. However, as these studies are based on the polarization of light, the number of available choices is limited to two, corresponding to two orthogonal polarization states. Here we propose a scalable principle to solve competitive decision-making situations by using the orbital angular momentum of photons based on its high dimensionality, which theoretically allows an unlimited number of arms. Moreover, by extending the Hong-Ou-Mandel effect to more than two states, we theoretically establish an experimental configuration able to generate multi-photon states with orbital angular momentum and conditions that provide conflict-free selections at every turn. We numerically examine total rewards regarding three-armed bandit problems, for which the proposed strategy accomplishes almost the theoretical maximum, which is greater than a conventional mixed strategy intending to realize Nash equilibrium. This is thanks to the quantum interference effect that achieves no-conflict selections, even in the exploring phase to find the best arms. Nature Publishing Group UK 2021-10-26 /pmc/articles/PMC8548474/ /pubmed/34702905 http://dx.doi.org/10.1038/s41598-021-00493-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Amakasu, Takashi
Chauvet, Nicolas
Bachelier, Guillaume
Huant, Serge
Horisaki, Ryoichi
Naruse, Makoto
Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title_full Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title_fullStr Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title_full_unstemmed Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title_short Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
title_sort conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interference
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8548474/
https://www.ncbi.nlm.nih.gov/pubmed/34702905
http://dx.doi.org/10.1038/s41598-021-00493-2
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