{"id":"https://openalex.org/W4409480263","doi":"https://doi.org/10.14428/esann/2025.es2025-29","title":"Enhancing Machine Learning with Quantum Methods","display_name":"Enhancing Machine Learning with Quantum Methods","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409480263","doi":"https://doi.org/10.14428/esann/2025.es2025-29"},"language":"en","primary_location":{"id":"doi:10.14428/esann/2025.es2025-29","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-29","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-29","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.14428/esann/2025.es2025-29","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032665828","display_name":"Maya Hickmann","orcid":"https://orcid.org/0000-0002-9501-4004"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"M. Lautaro Hickmann","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110348421","display_name":"Markus Lange","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156774","display_name":"Institut f\u00fcr Arbeitsschutz der Deutschen Gesetzlichen Unfallversicherung","ror":"https://ror.org/0454e9996","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210156774"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Lange","raw_affiliation_strings":["DLR Institute for AI Safety and Security Sankt Augustin and Ulm , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DLR Institute for AI Safety and Security Sankt Augustin and Ulm , Germany","institution_ids":["https://openalex.org/I4210156774"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089426452","display_name":"Hans-Martin Rieser","orcid":"https://orcid.org/0000-0002-1921-1436"},"institutions":[{"id":"https://openalex.org/I4210156774","display_name":"Institut f\u00fcr Arbeitsschutz der Deutschen Gesetzlichen Unfallversicherung","ror":"https://ror.org/0454e9996","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210156774"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans-Martin Rieser","raw_affiliation_strings":["DLR Institute for AI Safety and Security Sankt Augustin and Ulm , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DLR Institute for AI Safety and Security Sankt Augustin and Ulm , Germany","institution_ids":["https://openalex.org/I4210156774"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03068594,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"509","last_page":"518"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9546999931335449,"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":0.9546999931335449,"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/computer-science","display_name":"Computer science","score":0.6937890648841858},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.42765089869499207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39555686712265015},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32495903968811035},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13344806432724},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.09281417727470398}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6937890648841858},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.42765089869499207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39555686712265015},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32495903968811035},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13344806432724},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.09281417727470398}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14428/esann/2025.es2025-29","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-29","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-29","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:214207","is_oa":false,"landing_page_url":"https://doi.org/10.14428/esann/2025.ES2025-29>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.14428/esann/2025.es2025-29","is_oa":true,"landing_page_url":"https://doi.org/10.14428/esann/2025.es2025-29","pdf_url":"https://doi.org/10.14428/esann/2025.es2025-29","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2025 proceesdings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409480263.pdf","grobid_xml":"https://content.openalex.org/works/W4409480263.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2001883788","https://openalex.org/W2067612530","https://openalex.org/W2084652510","https://openalex.org/W2137147061","https://openalex.org/W2399499800","https://openalex.org/W2788945937","https://openalex.org/W2792946961","https://openalex.org/W2794602324","https://openalex.org/W2798434869","https://openalex.org/W2911242871","https://openalex.org/W2945680873","https://openalex.org/W3030713132","https://openalex.org/W3075559820","https://openalex.org/W3096052452","https://openalex.org/W3118800713","https://openalex.org/W3206451759","https://openalex.org/W3209237089","https://openalex.org/W3211684839","https://openalex.org/W4200380623","https://openalex.org/W4283020809","https://openalex.org/W4353115127","https://openalex.org/W4381562441","https://openalex.org/W4387158538","https://openalex.org/W4391272673","https://openalex.org/W4401173893","https://openalex.org/W4409455387","https://openalex.org/W4409480269","https://openalex.org/W4409480783","https://openalex.org/W4409481101","https://openalex.org/W6748515590"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Quantum":[0],"physics":[1],"offers":[2],"a":[3,29],"new":[4],"paradigm":[5],"that":[6],"promises":[7],"to":[8,28,37,71],"make":[9],"certain":[10],"computations":[11],"faster":[12],"and":[13,53],"more":[14,23],"efficient.The":[15],"recent":[16],"progress":[17],"of":[18,45],"quantum":[19,38,46],"computers":[20,47],"allows":[21],"for":[22,40],"complex":[24],"applications":[25],"which":[26],"lead":[27],"rising":[30],"interest":[31],"in":[32,50],"transferring":[33],"machine":[34,73],"learning":[35,74],"methods":[36,64],"hardware":[39],"practical":[41],"applications.However,":[42],"the":[43],"development":[44],"is":[48,69],"still":[49],"its":[51],"beginnings":[52],"currently":[54],"these":[55],"approaches":[56],"require":[57],"synergy":[58],"with":[59],"classical":[60],"computers.We":[61],"present":[62],"some":[63],"where":[65],"this":[66],"quantum-classical":[67],"interplay":[68],"used":[70],"enhance":[72],"approaches.":[75]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
