{"id":"https://openalex.org/W2965090307","doi":"https://doi.org/10.1007/s42484-020-00022-w","title":"Optimizing quantum heuristics with meta-learning","display_name":"Optimizing quantum heuristics with meta-learning","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W2965090307","doi":"https://doi.org/10.1007/s42484-020-00022-w","mag":"2965090307"},"language":"en","primary_location":{"id":"doi:10.1007/s42484-020-00022-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-020-00022-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-020-00022-w.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42484-020-00022-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103262103","display_name":"Max Wilson","orcid":"https://orcid.org/0000-0002-0798-3391"},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]},{"id":"https://openalex.org/I4210112445","display_name":"Stinger Ghaffarian Technologies (United States)","ror":"https://ror.org/02133fc38","country_code":"US","type":"company","lineage":["https://openalex.org/I4210112445"]}],"countries":["GB","US"],"is_corresponding":true,"raw_author_name":"Max Wilson","raw_affiliation_strings":["Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","Quantum Engineering CDT, Bristol University, Bristol, BS8 1TH, UK","Stinger Ghaffarian Technologies Inc., Greenbelt, MD, 20770, USA"],"raw_orcid":"https://orcid.org/0000-0002-0798-3391","affiliations":[{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]},{"raw_affiliation_string":"Quantum Engineering CDT, Bristol University, Bristol, BS8 1TH, UK","institution_ids":["https://openalex.org/I36234482"]},{"raw_affiliation_string":"Stinger Ghaffarian Technologies Inc., Greenbelt, MD, 20770, USA","institution_ids":["https://openalex.org/I4210112445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063825130","display_name":"Sam Stromswold","orcid":null},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I143663144","display_name":"Research Institute for Advanced Computer Science","ror":"https://ror.org/022qmyy53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1329765538","https://openalex.org/I143663144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachel Stromswold","raw_affiliation_strings":["Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]},{"raw_affiliation_string":"USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA","institution_ids":["https://openalex.org/I143663144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053943332","display_name":"Filip Wudarski","orcid":"https://orcid.org/0000-0002-0911-8342"},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I143663144","display_name":"Research Institute for Advanced Computer Science","ror":"https://ror.org/022qmyy53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1329765538","https://openalex.org/I143663144"]},{"id":"https://openalex.org/I3019271933","display_name":"Nicolaus Copernicus University","ror":"https://ror.org/0102mm775","country_code":"PL","type":"education","lineage":["https://openalex.org/I3019271933"]},{"id":"https://openalex.org/I4210100222","display_name":"Institute of Physics","ror":"https://ror.org/013rnrt24","country_code":"AZ","type":"facility","lineage":["https://openalex.org/I126595936","https://openalex.org/I4210100222"]},{"id":"https://openalex.org/I4210138771","display_name":"Nicolaus Copernicus Astronomical Center","ror":"https://ror.org/040r57n67","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210138771","https://openalex.org/I99542240"]}],"countries":["AZ","PL","US"],"is_corresponding":false,"raw_author_name":"Filip Wudarski","raw_affiliation_strings":["Institute of Physics, Faculty of Physics, Astronomy and Informatics, Nicolaus Copernicus University, Grudziadzka 5/7, 87\u2013100, Toru\u0144, Poland","Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Physics, Faculty of Physics, Astronomy and Informatics, Nicolaus Copernicus University, Grudziadzka 5/7, 87\u2013100, Toru\u0144, Poland","institution_ids":["https://openalex.org/I4210100222","https://openalex.org/I3019271933","https://openalex.org/I4210138771"]},{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]},{"raw_affiliation_string":"USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA","institution_ids":["https://openalex.org/I143663144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076190671","display_name":"Stuart Hadfield","orcid":"https://orcid.org/0000-0002-4607-3921"},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I143663144","display_name":"Research Institute for Advanced Computer Science","ror":"https://ror.org/022qmyy53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1329765538","https://openalex.org/I143663144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stuart Hadfield","raw_affiliation_strings":["Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]},{"raw_affiliation_string":"USRA Research Institute for Advanced Computer Science (RIACS), Mountain View, CA, 94043, USA","institution_ids":["https://openalex.org/I143663144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065784246","display_name":"Norm M. Tubman","orcid":"https://orcid.org/0000-0002-9577-8485"},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Norm M. Tubman","raw_affiliation_strings":["Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023002743","display_name":"Eleanor Rieffel","orcid":"https://orcid.org/0009-0005-2957-9372"},"institutions":[{"id":"https://openalex.org/I1280536761","display_name":"Ames Research Center","ror":"https://ror.org/02acart68","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280536761","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eleanor G. Rieffel","raw_affiliation_strings":["Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Artificial Intelligence Lab. (QuAIL), Exploration Technology Directorate, NASA Ames Research Center, Moffett Field, CA, 94035, USA","institution_ids":["https://openalex.org/I1280536761"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103262103"],"corresponding_institution_ids":["https://openalex.org/I1280536761","https://openalex.org/I36234482","https://openalex.org/I4210112445"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.5398,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.85479462,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"3","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9812999963760376,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9745000004768372,"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/heuristics","display_name":"Heuristics","score":0.7216788530349731},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6819911599159241},{"id":"https://openalex.org/keywords/broyden\u2013fletcher\u2013goldfarb\u2013shanno-algorithm","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","score":0.5915651917457581},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5843684673309326},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5321862697601318},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5261549353599548},{"id":"https://openalex.org/keywords/quantum-computer","display_name":"Quantum computer","score":0.5072452425956726},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.43727242946624756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3845006227493286},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3569418787956238},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33085620403289795},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.326571524143219},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22273018956184387},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.07662385702133179}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7216788530349731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6819911599159241},{"id":"https://openalex.org/C132721684","wikidata":"https://www.wikidata.org/wiki/Q2877013","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","level":3,"score":0.5915651917457581},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5843684673309326},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5321862697601318},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5261549353599548},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.5072452425956726},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.43727242946624756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3845006227493286},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3569418787956238},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33085620403289795},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.326571524143219},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22273018956184387},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.07662385702133179},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s42484-020-00022-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-020-00022-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-020-00022-w.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1908.03185","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1908.03185","pdf_url":"https://arxiv.org/pdf/1908.03185","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2965090307","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/1908.03185","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1908.03185","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1908.03185","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s42484-020-00022-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-020-00022-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-020-00022-w.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1257751241","display_name":null,"funder_award_id":"F4HBKC4162G001","funder_id":"https://openalex.org/F4320338294","funder_display_name":"Air Force Research Laboratory"},{"id":"https://openalex.org/G1267328461","display_name":null,"funder_award_id":"NNA16BD14C","funder_id":"https://openalex.org/F4320332374","funder_display_name":"Ames Research Center"},{"id":"https://openalex.org/G3721001557","display_name":null,"funder_award_id":"IAA 145483","funder_id":"https://openalex.org/F4320312530","funder_display_name":"Office of the Director of National Intelligence"},{"id":"https://openalex.org/G4034953420","display_name":null,"funder_award_id":"IAA 145483","funder_id":"https://openalex.org/F4320333051","funder_display_name":"Intelligence Advanced Research Projects Activity"},{"id":"https://openalex.org/G6094436989","display_name":null,"funder_award_id":"NNA16BD14C","funder_id":"https://openalex.org/F4320306101","funder_display_name":"National Aeronautics and Space Administration"},{"id":"https://openalex.org/G6299605465","display_name":null,"funder_award_id":"145483","funder_id":"https://openalex.org/F4320333051","funder_display_name":"Intelligence Advanced Research Projects Activity"},{"id":"https://openalex.org/G969603162","display_name":null,"funder_award_id":"NNA16BD14C","funder_id":"https://openalex.org/F4320338294","funder_display_name":"Air Force Research Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F4320312530","display_name":"Office of the Director of National Intelligence","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320332374","display_name":"Ames Research Center","ror":"https://ror.org/02acart68"},{"id":"https://openalex.org/F4320333051","display_name":"Intelligence Advanced Research Projects Activity","ror":"https://ror.org/01v3fsc55"},{"id":"https://openalex.org/F4320333943","display_name":"Advanced Exploration Systems","ror":null},{"id":"https://openalex.org/F4320337349","display_name":"NIH Office of the Director","ror":"https://ror.org/00fj8a872"},{"id":"https://openalex.org/F4320338294","display_name":"Air Force Research Laboratory","ror":"https://ror.org/02e2egq70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2965090307.pdf","grobid_xml":"https://content.openalex.org/works/W2965090307.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W42547797","https://openalex.org/W1505191356","https://openalex.org/W1568345435","https://openalex.org/W1583837637","https://openalex.org/W1627095643","https://openalex.org/W1663839511","https://openalex.org/W1901616594","https://openalex.org/W2000359198","https://openalex.org/W2061144551","https://openalex.org/W2064675550","https://openalex.org/W2065768518","https://openalex.org/W2069143585","https://openalex.org/W2069985946","https://openalex.org/W2091118421","https://openalex.org/W2107878631","https://openalex.org/W2123399796","https://openalex.org/W2124289529","https://openalex.org/W2131960077","https://openalex.org/W2137560895","https://openalex.org/W2143550754","https://openalex.org/W2145680191","https://openalex.org/W2146061884","https://openalex.org/W2149472591","https://openalex.org/W2161685427","https://openalex.org/W2171074980","https://openalex.org/W2182361439","https://openalex.org/W2192203593","https://openalex.org/W2254754114","https://openalex.org/W2394697995","https://openalex.org/W2409744450","https://openalex.org/W2472819217","https://openalex.org/W2544678077","https://openalex.org/W2573722252","https://openalex.org/W2593019179","https://openalex.org/W2596367596","https://openalex.org/W2596782726","https://openalex.org/W2602585184","https://openalex.org/W2604521289","https://openalex.org/W2624086852","https://openalex.org/W2753160622","https://openalex.org/W2754868542","https://openalex.org/W2755255888","https://openalex.org/W2760965790","https://openalex.org/W2766078569","https://openalex.org/W2775342956","https://openalex.org/W2781738013","https://openalex.org/W2789845225","https://openalex.org/W2794444783","https://openalex.org/W2794503138","https://openalex.org/W2795900505","https://openalex.org/W2798929744","https://openalex.org/W2805358412","https://openalex.org/W2903221501","https://openalex.org/W2919115771","https://openalex.org/W2921920881","https://openalex.org/W2939513517","https://openalex.org/W2944522662","https://openalex.org/W2946916381","https://openalex.org/W2948974578","https://openalex.org/W2950805899","https://openalex.org/W2951211905","https://openalex.org/W2958921151","https://openalex.org/W2962716258","https://openalex.org/W2962767882","https://openalex.org/W2963239445","https://openalex.org/W2963775850","https://openalex.org/W2964121744","https://openalex.org/W2982363707","https://openalex.org/W3005347330","https://openalex.org/W3008477378","https://openalex.org/W3014060157","https://openalex.org/W3098757053","https://openalex.org/W3103722330","https://openalex.org/W3103810096","https://openalex.org/W3104022488","https://openalex.org/W3105543591","https://openalex.org/W3105677655","https://openalex.org/W4239969927","https://openalex.org/W6600553734","https://openalex.org/W6601897980"],"related_works":["https://openalex.org/W1568345435","https://openalex.org/W2958921151","https://openalex.org/W2781738013","https://openalex.org/W3100894865","https://openalex.org/W2257937122","https://openalex.org/W2161685427","https://openalex.org/W2794444783","https://openalex.org/W2755255888","https://openalex.org/W3105765483","https://openalex.org/W3105713641","https://openalex.org/W3104824731","https://openalex.org/W2980835754","https://openalex.org/W2901444101","https://openalex.org/W2754868542","https://openalex.org/W2297565774","https://openalex.org/W2903221501","https://openalex.org/W1451881698","https://openalex.org/W2790388700","https://openalex.org/W2254754114","https://openalex.org/W2038225707"],"abstract_inverted_index":{"Abstract":[0],"Variational":[1],"quantum":[2,7,17,42,68,76,190],"algorithms,":[3],"a":[4,57,105,125,141],"class":[5,47],"of":[6,15,27,41,48,56,187],"heuristics,":[8],"are":[9,169],"promising":[10],"candidates":[11],"for":[12,66,122],"the":[13,20,25,39,54,88,93,114,156,184],"demonstration":[14],"useful":[16,185],"computation.":[18],"Finding":[19],"best":[21],"way":[22],"to":[23,59,92,120,164,183],"amplify":[24],"performance":[26,55,129],"these":[28],"methods":[29,179],"on":[30,78,138,159],"hardware":[31],"is":[32,116],"an":[33,45,170],"important":[34,171],"task.":[35],"Here,":[36],"we":[37,102,151],"evaluate":[38],"optimization":[40],"heuristics":[43,69],"with":[44],"existing":[46],"techniques":[49],"called":[50],"\u201cmeta-learners.\u201d":[51],"We":[52,85,110],"compare":[53],"meta-learner":[58,89,115,157],"evolutionary":[60],"strategies,":[61],"L-BFGS-B":[62],"and":[63,74,132,135,175],"Nelder-Mead":[64],"approaches,":[65],"two":[67],"(quantum":[70],"alternating":[71],"operator":[72],"ansatz":[73],"variational":[75],"eigensolver),":[77],"three":[79,82],"problems,":[80],"in":[81,104,128,130],"simulation":[83],"environments.":[84],"show":[86],"that":[87,113,154,173],"comes":[90],"near":[91],"global":[94],"optima":[95],"more":[96,118],"frequently":[97],"than":[98,144],"all":[99],"other":[100],"optimizers":[101],"tested":[103],"noisy":[106,188],"parameter":[107],"setting":[108],"environment.":[109],"also":[111],"find":[112],"generally":[117],"resistant":[119],"noise,":[121],"example,":[123],"seeing":[124],"smaller":[126],"reduction":[127],"Noisy":[131],"Sampling":[133],"environments,":[134],"performs":[136],"better":[137],"average":[139],"by":[140],"\u201cgain\u201d":[142],"metric":[143],"its":[145],"closest":[146],"comparable":[147],"competitor":[148],"L-BFGS-B.":[149],"Finally,":[150],"present":[152],"evidence":[153],"indicates":[155],"trained":[158],"small":[160],"problems":[161],"will":[162,180],"generalize":[163],"larger":[165],"problems.":[166],"These":[167],"results":[168],"indication":[172],"meta-learning":[174],"associated":[176],"machine":[177],"learning":[178],"be":[181],"integral":[182],"application":[186],"near-term":[189],"computers.":[191]},"counts_by_year":[{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
