{"id":"https://openalex.org/W4406898398","doi":"https://doi.org/10.1088/2632-2153/adaf75","title":"Reinforcement learning-based architecture search for quantum machine learning","display_name":"Reinforcement learning-based architecture search for quantum machine learning","publication_year":2025,"publication_date":"2025-01-28","ids":{"openalex":"https://openalex.org/W4406898398","doi":"https://doi.org/10.1088/2632-2153/adaf75"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/adaf75","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adaf75","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/2632-2153/adaf75","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002022701","display_name":"Frederic Rapp","orcid":"https://orcid.org/0009-0008-6240-8390"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]},{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frederic Rapp","raw_affiliation_strings":["Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, Allmandring 35, Stuttgart 70569, Germany"],"raw_orcid":"https://orcid.org/0009-0008-6240-8390","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I3018473509"]},{"raw_affiliation_string":"Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, Allmandring 35, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004110660","display_name":"David A. Kreplin","orcid":"https://orcid.org/0000-0002-8129-6864"},"institutions":[{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"David A Kreplin","raw_affiliation_strings":["Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8129-6864","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I3018473509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077090713","display_name":"Marco F Huber","orcid":null},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]},{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marco F Huber","raw_affiliation_strings":["Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, Allmandring 35, Stuttgart 70569, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8250-2092","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I3018473509"]},{"raw_affiliation_string":"Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, Allmandring 35, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069434560","display_name":"Marco Roth","orcid":"https://orcid.org/0000-0002-1276-5655"},"institutions":[{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marco Roth","raw_affiliation_strings":["Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1276-5655","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstrasse 12, Stuttgart 70569, Germany","institution_ids":["https://openalex.org/I3018473509"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":11.168,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98010477,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"6","issue":"1","first_page":"015041","last_page":"015041"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10020","display_name":"Quantum Information and Cryptography","score":0.9304999709129333,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7847283482551575},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5881937742233276},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5728914737701416},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.5472351312637329},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4122794270515442},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19436156749725342},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.052923738956451416}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7847283482551575},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5881937742233276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5728914737701416},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.5472351312637329},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4122794270515442},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19436156749725342},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.052923738956451416},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1088/2632-2153/adaf75","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adaf75","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8f178a0d9eed4e3fb0d1b4f3eba4fe08","is_oa":true,"landing_page_url":"https://doaj.org/article/8f178a0d9eed4e3fb0d1b4f3eba4fe08","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning: Science and Technology, Vol 6, Iss 1, p 015041 (2025)","raw_type":"article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/488435","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/488435","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/adaf75","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adaf75","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2073787051","https://openalex.org/W2103956991","https://openalex.org/W2151554678","https://openalex.org/W2161685427","https://openalex.org/W2295598076","https://openalex.org/W2781738013","https://openalex.org/W2790388700","https://openalex.org/W2792946961","https://openalex.org/W2798434869","https://openalex.org/W2949676527","https://openalex.org/W2980446414","https://openalex.org/W2989847975","https://openalex.org/W3046758353","https://openalex.org/W3075559820","https://openalex.org/W3092829287","https://openalex.org/W3096052452","https://openalex.org/W3139389937","https://openalex.org/W3162033670","https://openalex.org/W3165351650","https://openalex.org/W3201056462","https://openalex.org/W3209237089","https://openalex.org/W3209612530","https://openalex.org/W3211598836","https://openalex.org/W3212169067","https://openalex.org/W4205513846","https://openalex.org/W4229000948","https://openalex.org/W4285796263","https://openalex.org/W4296126438","https://openalex.org/W4313566505","https://openalex.org/W4327713021","https://openalex.org/W4361290988","https://openalex.org/W4391091909","https://openalex.org/W4396668596","https://openalex.org/W4400006289","https://openalex.org/W4401376106","https://openalex.org/W4401815647","https://openalex.org/W4405719205","https://openalex.org/W4406261832","https://openalex.org/W4406261841","https://openalex.org/W6634007516","https://openalex.org/W6638018090","https://openalex.org/W6675354045","https://openalex.org/W6741002519","https://openalex.org/W6743688258","https://openalex.org/W6792358862","https://openalex.org/W6793673822","https://openalex.org/W6794089279","https://openalex.org/W6794232156","https://openalex.org/W6846748133","https://openalex.org/W6850271851","https://openalex.org/W6859608926","https://openalex.org/W6861399595","https://openalex.org/W6861721284","https://openalex.org/W6862715535","https://openalex.org/W6866144814","https://openalex.org/W6876908144"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856"],"abstract_inverted_index":{"Abstract":[0],"Quantum":[1],"machine":[2],"learning":[3,50,70],"(QML)":[4],"models":[5,131],"use":[6],"encoding":[7,55,145],"circuits":[8,27,56,125,134,146],"to":[9,52,57,89],"map":[10],"data":[11],"into":[12],"a":[13,46,67,84,96],"quantum":[14],"Hilbert":[15],"space.":[16,105],"While":[17],"it":[18],"is":[19],"well":[20],"known":[21],"that":[22,100],"the":[23,33,59,74,81,103,141],"architecture":[24],"of":[25,32,61,76,143],"these":[26],"significantly":[28,101],"influences":[29],"core":[30],"properties":[31],"resulting":[34],"model,":[35],"they":[36],"are":[37],"often":[38],"chosen":[39],"heuristically.":[40],"In":[41,87],"this":[42],"work,":[43],"we":[44,72],"present":[45],"approach":[47,108],"using":[48,66],"reinforcement":[49,69],"techniques":[51],"generate":[53],"problem-specific":[54,144],"improve":[58],"performance":[60],"QML":[62,149],"models.":[63,137],"By":[64],"specifically":[65],"model-based":[68],"algorithm,":[71],"reduce":[73],"number":[75],"necessary":[77],"circuit":[78,98,119],"evaluations":[79],"during":[80],"search,":[82],"providing":[83],"sample-efficient":[85],"framework.":[86],"contrast":[88],"previous":[90],"search":[91,104],"algorithms,":[92],"our":[93,107,123],"method":[94],"uses":[95],"layered":[97],"structure":[99],"reduces":[102],"Additionally,":[106],"can":[109],"account":[110],"for":[111],"multiple":[112],"objectives":[113],"such":[114],"as":[115],"solution":[116],"quality":[117],"and":[118,135],"depth.":[120],"We":[121],"benchmark":[122],"tailored":[124],"against":[126],"various":[127],"reference":[128],"models,":[129],"including":[130],"with":[132],"problem-agnostic":[133],"classical":[136],"Our":[138],"results":[139],"highlight":[140],"effectiveness":[142],"in":[147],"enhancing":[148],"model":[150],"performance.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
