Publication: Speeding up quantum perceptron via shortcuts to adiabaticity
dc.affiliation.dpto | UC3M. Departamento de FĂsica | es |
dc.affiliation.grupoinv | UC3M. Grupo de InvestigaciĂłn: Materiales Nano-Estructurados y Multifuncionales | es |
dc.contributor.author | Ban, Yue | |
dc.contributor.author | Chen, Xi | |
dc.contributor.author | Torrontegui Muñoz, Erik | |
dc.contributor.author | Solano, Enrique | |
dc.contributor.author | Casanova, Jorge | |
dc.contributor.funder | Comunidad de Madrid | es |
dc.contributor.funder | European Commission | en |
dc.contributor.funder | Ministerio de EconomĂa y Competitividad (España) | es |
dc.contributor.funder | Ministerio de Ciencia, Innovación y Universidades (España) | es |
dc.date.accessioned | 2021-04-05T16:27:47Z | |
dc.date.available | 2021-04-05T16:27:47Z | |
dc.date.issued | 2020-03-11 | |
dc.description.abstract | The quantum perceptron is a fundamental building block for quantum machine learning. This is a multidisciplinary field that incorporates abilities of quantum computing, such as state superposition and entanglement, to classical machine learning schemes. Motivated by the techniques of shortcuts to adiabaticity, we propose a speed-up quantum perceptron where a control field on the perceptron is inversely engineered leading to a rapid nonlinear response with a sigmoid activation function. This results in faster overall perceptron performance compared to quasi-adiabatic protocols, as well as in enhanced robustness against imperfections in the controls. | en |
dc.description.sponsorship | We acknowledge financial support from Spanish Government via PGC2018-095113-B-I00 (MCIU/AEI/FEDER, UE), Basque Government via IT986-16, as well as from QMiCS (820505) and OpenSuperQ (820363) of the EU Flagship on Quantum Technologies, and the EU FET Open Grant Quromorphic. J. C. acknowledges support from the UPV/EHU grant EHUrOPE. X. C. acknowledges NSFC (11474193), SMSTC (18010500400 and 18ZR1415500), the Program for Eastern Scholar and the RamĂłn y Cajal program of the Spanish MINECO (RYC-2017-22482). E.T. acknowledges support from Project PGC2018-094792-B-I00 (MCIU/AEI/FEDER,UE), CSIC Research Platform PTI-001, and CAM/FEDER Project No. S2018/TCS-4342 (QUITEMAD-CM). | en |
dc.format.extent | 8 | es |
dc.identifier.bibliographicCitation | Scientific reports, 11, article number 5783, March 2021, 8 pp. | en |
dc.identifier.doi | https://doi.org/10.1038/s41598-021-85208-3 | |
dc.identifier.issn | 2045-2322 | |
dc.identifier.publicationfirstpage | 1 | es |
dc.identifier.publicationissue | 5783 | es |
dc.identifier.publicationlastpage | 8 | es |
dc.identifier.publicationtitle | Scientific Reports | en |
dc.identifier.publicationvolume | 11 | es |
dc.identifier.uri | https://hdl.handle.net/10016/32264 | |
dc.identifier.uxxi | AR/0000026546 | |
dc.language.iso | eng | en |
dc.publisher | Nature Portfolio | en |
dc.relation.ispartof | https://doi.org/10.1038/s41598-021-85208-3 | |
dc.relation.projectID | info:eu-repo/grantAgreement/EC/H2020/820505/QMiCS | es |
dc.relation.projectID | info:eu-repo/grantAgreement/EC/H2020/820363/OpenSuperQ | en |
dc.relation.projectID | Gobierno de España. PGC2018-095113-B-I00 | es |
dc.relation.projectID | Gobierno de España. RYC-2017-22482 | es |
dc.relation.projectID | Comunidad de Madrid. S2018/TCS-4342 | es |
dc.relation.projectID | Comunidad de Madrid. S2018/TCS-4342/QUITEMAD | es |
dc.rights | © The Author(s) 2021 | en |
dc.rights | Tis 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. Te 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. | en |
dc.rights | Atribución 3.0 España | * |
dc.rights.accessRights | open access | en |
dc.rights.uri | http://creativecommons.org/licenses/by/3.0/es/ | * |
dc.subject.eciencia | FĂsica | es |
dc.subject.other | Speed limit | en |
dc.subject.other | Qubits | es |
dc.subject.other | Quantum control | en |
dc.subject.other | Adiabaticity | en |
dc.subject.other | Perceptron | en |
dc.title | Speeding up quantum perceptron via shortcuts to adiabaticity | en |
dc.type | research article | * |
dc.type.hasVersion | VoR | * |
dspace.entity.type | Publication |
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