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Physics-driven learning for inverse problems in quantum chromodynamics

Gert Aarts Orcid Logo, Kenji Fukushima Orcid Logo, Tetsuo Hatsuda Orcid Logo, Andreas Ipp Orcid Logo, Shuzhe Shi Orcid Logo, Lingxiao Wang Orcid Logo, Kai Zhou Orcid Logo

Nature Reviews Physics, Volume: 7, Issue: 3, Pages: 154 - 163

Swansea University Author: Gert Aarts Orcid Logo

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DOI (Published version): 10.1038/s42254-024-00798-x

Published in: Nature Reviews Physics
ISSN: 2522-5820
Published: Springer Science and Business Media LLC 2025
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URI: https://cronfa.swan.ac.uk/Record/cronfa69014
first_indexed 2025-03-04T16:01:44Z
last_indexed 2025-05-02T04:24:17Z
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spelling 2025-05-01T15:32:27.3643717 v2 69014 2025-03-04 Physics-driven learning for inverse problems in quantum chromodynamics 1ba0dad382dfe18348ec32fc65f3f3de 0000-0002-6038-3782 Gert Aarts Gert Aarts true false 2025-03-04 BGPS Journal Article Nature Reviews Physics 7 3 154 163 Springer Science and Business Media LLC 2522-5820 1 3 2025 2025-03-01 10.1038/s42254-024-00798-x Perspective. Preprint available via https://arxiv.org/abs/2501.05580v1 under a CC-BY-NC-ND License. COLLEGE NANME Biosciences Geography and Physics School COLLEGE CODE BGPS Swansea University G.A. is supported by STFC Consolidated Grant ST/T000813/1. K.F. is supported by Japan Society for the Promotion of Science (JSPS) KAKENHI Grant numbers 22H01216 and 22H05118. T.H. is supported by the Japan Science and Technology Agency (JST) as part of Adopting Sustainable Partnerships for Innovative Research Ecosystem (ASPIRE), grant number JPMJAP2318. S.S. acknowledges Tsinghua University under grant number 53330500923. L.W. thanks the National Natural Science Foundation of China (number 12147101) for supporting his visit to Fudan University. K.Z. is supported by the CUHK-Shenzhen University Development Fund under grant numbers UDF01003041 and UDF03003041, and Shenzhen Peacock fund under grant number 2023TC0179. 2025-05-01T15:32:27.3643717 2025-03-04T11:41:09.5729663 Faculty of Science and Engineering School of Biosciences, Geography and Physics - Physics Gert Aarts 0000-0002-6038-3782 1 Kenji Fukushima 0000-0003-0899-740x 2 Tetsuo Hatsuda 0000-0003-2206-9810 3 Andreas Ipp 0000-0001-9511-3523 4 Shuzhe Shi 0000-0002-3042-3093 5 Lingxiao Wang 0000-0003-3757-3403 6 Kai Zhou 0000-0001-9859-1758 7 69014__34085__072ab95e2f784077bdedf6eba7fdbf3d.pdf 69014.AAM.pdf 2025-04-24T11:32:51.0640002 Output 2841925 application/pdf Accepted Manuscript true Author accepted manuscript document released under the terms of a Creative Commons CC-BY licence using the Swansea University Research Publications Policy (rights retention). true eng https://creativecommons.org/licenses/by/4.0/deed.en
title Physics-driven learning for inverse problems in quantum chromodynamics
spellingShingle Physics-driven learning for inverse problems in quantum chromodynamics
Gert Aarts
title_short Physics-driven learning for inverse problems in quantum chromodynamics
title_full Physics-driven learning for inverse problems in quantum chromodynamics
title_fullStr Physics-driven learning for inverse problems in quantum chromodynamics
title_full_unstemmed Physics-driven learning for inverse problems in quantum chromodynamics
title_sort Physics-driven learning for inverse problems in quantum chromodynamics
author_id_str_mv 1ba0dad382dfe18348ec32fc65f3f3de
author_id_fullname_str_mv 1ba0dad382dfe18348ec32fc65f3f3de_***_Gert Aarts
author Gert Aarts
author2 Gert Aarts
Kenji Fukushima
Tetsuo Hatsuda
Andreas Ipp
Shuzhe Shi
Lingxiao Wang
Kai Zhou
format Journal article
container_title Nature Reviews Physics
container_volume 7
container_issue 3
container_start_page 154
publishDate 2025
institution Swansea University
issn 2522-5820
doi_str_mv 10.1038/s42254-024-00798-x
publisher Springer Science and Business Media LLC
college_str Faculty of Science and Engineering
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hierarchy_top_id facultyofscienceandengineering
hierarchy_top_title Faculty of Science and Engineering
hierarchy_parent_id facultyofscienceandengineering
hierarchy_parent_title Faculty of Science and Engineering
department_str School of Biosciences, Geography and Physics - Physics{{{_:::_}}}Faculty of Science and Engineering{{{_:::_}}}School of Biosciences, Geography and Physics - Physics
document_store_str 1
active_str 0
published_date 2025-03-01T05:27:03Z
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