{"id":"https://openalex.org/W4416874981","doi":"https://doi.org/10.1109/qce65121.2025.00198","title":"Old Rules in a New Game: Mapping Uncertainty Quantification to Quantum Machine Learning","display_name":"Old Rules in a New Game: Mapping Uncertainty Quantification to Quantum Machine Learning","publication_year":2025,"publication_date":"2025-08-30","ids":{"openalex":"https://openalex.org/W4416874981","doi":"https://doi.org/10.1109/qce65121.2025.00198"},"language":"en","primary_location":{"id":"doi:10.1109/qce65121.2025.00198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qce65121.2025.00198","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Computing and Engineering (QCE)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5095912614","display_name":"Maximilian Wendlinger","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136922","display_name":"Fraunhofer Institute for Applied and Integrated Security","ror":"https://ror.org/03w0bbr97","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210136922","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maximilian Wendlinger","raw_affiliation_strings":["Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany","institution_ids":["https://openalex.org/I4210136922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092838148","display_name":"Kilian Tscharke","orcid":"https://orcid.org/0009-0006-7423-2498"},"institutions":[{"id":"https://openalex.org/I4210136922","display_name":"Fraunhofer Institute for Applied and Integrated Security","ror":"https://ror.org/03w0bbr97","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210136922","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kilian Tscharke","raw_affiliation_strings":["Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany","institution_ids":["https://openalex.org/I4210136922"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019000265","display_name":"Pascal Debus","orcid":"https://orcid.org/0009-0007-2437-2764"},"institutions":[{"id":"https://openalex.org/I4210136922","display_name":"Fraunhofer Institute for Applied and Integrated Security","ror":"https://ror.org/03w0bbr97","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210136922","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Pascal Debus","raw_affiliation_strings":["Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Security Technologies, Fraunhofer Institute for Applied and Integrated Security,Garching near Munich,Germany","institution_ids":["https://openalex.org/I4210136922"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210136922"],"apc_list":null,"apc_paid":null,"fwci":1.673,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87902183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1803","last_page":"1814"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.4629000127315521,"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":0.4629000127315521,"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/T10622","display_name":"Quantum Mechanics and Applications","score":0.12359999865293503,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10020","display_name":"Quantum Information and Cryptography","score":0.1023000031709671,"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/overfitting","display_name":"Overfitting","score":0.554099977016449},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4853000044822693},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.4519999921321869},{"id":"https://openalex.org/keywords/quantum-machine-learning","display_name":"Quantum machine learning","score":0.4431000053882599},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.4318999946117401},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.414900004863739},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.3995000123977661},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3846000134944916}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6499000191688538},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.611299991607666},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5914000272750854},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.554099977016449},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4853000044822693},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.4519999921321869},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.4431000053882599},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.4318999946117401},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.414900004863739},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.3995000123977661},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3846000134944916},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3614000082015991},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.32109999656677246},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.29809999465942383},{"id":"https://openalex.org/C2779913896","wikidata":"https://www.wikidata.org/wiki/Q7063001","display_name":"Notice","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C137209882","wikidata":"https://www.wikidata.org/wiki/Q1403517","display_name":"Measurement uncertainty","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.2590999901294708}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/qce65121.2025.00198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qce65121.2025.00198","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Computing and Engineering (QCE)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/508135","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/508135","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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1492999010","https://openalex.org/W1502922572","https://openalex.org/W1516111018","https://openalex.org/W2168676717","https://openalex.org/W2207520826","https://openalex.org/W2254249950","https://openalex.org/W2792946961","https://openalex.org/W2810504233","https://openalex.org/W2963837235","https://openalex.org/W2990961515","https://openalex.org/W3075559820","https://openalex.org/W3090365491","https://openalex.org/W4226162435","https://openalex.org/W4289606390","https://openalex.org/W4310229338","https://openalex.org/W4385835241","https://openalex.org/W4387762676","https://openalex.org/W4388756775","https://openalex.org/W4389526726","https://openalex.org/W4391349502"],"related_works":[],"abstract_inverted_index":{"One":[0],"of":[1,37,73,122,136],"the":[2,10,35,53,70,112,120,134],"key":[3],"obstacles":[4],"in":[5,12,32,44,60,68,87,94,133],"traditional":[6],"deep":[7],"learning":[8,40,115,141],"is":[9],"reduction":[11],"model":[13,19],"transparency":[14],"caused":[15],"by":[16,82],"increasingly":[17],"intricate":[18],"functions,":[20],"which":[21],"can":[22],"lead":[23],"to":[24,98,105,111,129],"problems":[25],"such":[26],"as":[27],"overfitting":[28],"and":[29,47,91,101],"excessive":[30],"confidence":[31],"predictions.":[33],"With":[34],"advent":[36],"quantum":[38,74,95,113,139],"machine":[39,75,114,140],"offering":[41],"possible":[42],"advances":[43],"computational":[45],"power":[46],"latent":[48],"space":[49],"complexity,":[50],"we":[51,78],"notice":[52],"same":[54],"opaque":[55],"behavior.":[56],"Despite":[57],"significant":[58],"research":[59],"classical":[61,88,107,124],"contexts,":[62],"there":[63],"has":[64],"been":[65],"little":[66],"advancement":[67],"addressing":[69],"black-box":[71],"nature":[72],"learning.":[76],"Consequently,":[77],"approach":[79],"this":[80],"gap":[81],"building":[83],"upon":[84],"existing":[85],"work":[86],"uncertainty":[89,108,127,131],"quantification":[90,109,128],"initial":[92],"explorations":[93],"Bayesian":[96],"modeling":[97],"theoretically":[99],"develop":[100],"empirically":[102],"evaluate":[103],"techniques":[104],"map":[106],"methods":[110],"domain.":[116],"Our":[117],"findings":[118],"emphasize":[119],"necessity":[121],"leveraging":[123],"insights":[125],"into":[126],"include":[130],"awareness":[132],"process":[135],"designing":[137],"new":[138],"models.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-01T00:00:00"}
