{"id":"https://openalex.org/W4400088272","doi":"https://doi.org/10.22331/q-2024-06-27-1388","title":"Bayesian Optimization for Robust State Preparation in Quantum Many-Body Systems","display_name":"Bayesian Optimization for Robust State Preparation in Quantum Many-Body Systems","publication_year":2024,"publication_date":"2024-06-27","ids":{"openalex":"https://openalex.org/W4400088272","doi":"https://doi.org/10.22331/q-2024-06-27-1388"},"language":"en","primary_location":{"id":"doi:10.22331/q-2024-06-27-1388","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2024-06-27-1388","pdf_url":"https://quantum-journal.org/papers/q-2024-06-27-1388/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"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","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://quantum-journal.org/papers/q-2024-06-27-1388/pdf/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030466116","display_name":"Tizian Blatz","orcid":"https://orcid.org/0009-0000-3988-2176"},"institutions":[{"id":"https://openalex.org/I4210142743","display_name":"Munich Center for Quantum Science and Technology","ror":"https://ror.org/04xrcta15","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210142743","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tizian Blatz","raw_affiliation_strings":["Department of Physics and Arnold Sommerfeld Center for Theoretical Physics, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich D-80333, Germany","Munich Center for Quantum Science and Technology (MCQST), Munich D-80799, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Physics and Arnold Sommerfeld Center for Theoretical Physics, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen, Munich D-80333, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Munich Center for Quantum Science and Technology (MCQST), Munich D-80799, Germany","institution_ids":["https://openalex.org/I4210142743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054267931","display_name":"Joyce Kwan","orcid":"https://orcid.org/0009-0005-0254-4751"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joyce Kwan","raw_affiliation_strings":["Department of Physics, Harvard University, Cambridge, MA 02138, USA"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Harvard University, Cambridge, MA 02138, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069555561","display_name":"Julian L\u00e9onard","orcid":"https://orcid.org/0000-0003-3696-6870"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]},{"id":"https://openalex.org/I4210100980","display_name":"Vienna Center for Quantum Science and Technology","ror":"https://ror.org/014cpn338","country_code":"AT","type":"education","lineage":["https://openalex.org/I129774422","https://openalex.org/I138211613","https://openalex.org/I145847075","https://openalex.org/I4210100980"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Julian L\u00e9onard","raw_affiliation_strings":["Vienna Center for Quantum Science and Technology, Atominstitut, TU Wien, Vienna 1020, Austria"],"affiliations":[{"raw_affiliation_string":"Vienna Center for Quantum Science and Technology, Atominstitut, TU Wien, Vienna 1020, Austria","institution_ids":["https://openalex.org/I4210100980","https://openalex.org/I145847075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048611499","display_name":"Annabelle Bohrdt","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142743","display_name":"Munich Center for Quantum Science and Technology","ror":"https://ror.org/04xrcta15","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210142743","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Annabelle Bohrdt","raw_affiliation_strings":["Institute of Theoretical Physics, University of Regensburg, Regensburg D-93053, Germany","Munich Center for Quantum Science and Technology (MCQST), Munich D-80799, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Theoretical Physics, University of Regensburg, Regensburg D-93053, Germany","institution_ids":["https://openalex.org/I60668342"]},{"raw_affiliation_string":"Munich Center for Quantum Science and Technology (MCQST), Munich D-80799, Germany","institution_ids":["https://openalex.org/I4210142743"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030466116"],"corresponding_institution_ids":["https://openalex.org/I4210142743","https://openalex.org/I8204097"],"apc_list":{"value":200,"currency":"EUR","value_usd":215},"apc_paid":{"value":200,"currency":"EUR","value_usd":215},"fwci":0.9951,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73858233,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"1388","last_page":"1388"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10425","display_name":"Cold Atom Physics and Bose-Einstein Condensates","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10425","display_name":"Cold Atom Physics and Bose-Einstein Condensates","score":0.9995999932289124,"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":0.9994999766349792,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9993000030517578,"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/bayesian-optimization","display_name":"Bayesian optimization","score":0.6605614423751831},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5764332413673401},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5117676258087158},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.5015723705291748},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4562072455883026},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2733691930770874},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.25977009534835815},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22014886140823364},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.14611414074897766}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.6605614423751831},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5764332413673401},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5117676258087158},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5015723705291748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4562072455883026},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2733691930770874},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.25977009534835815},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22014886140823364},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.14611414074897766}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.22331/q-2024-06-27-1388","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2024-06-27-1388","pdf_url":"https://quantum-journal.org/papers/q-2024-06-27-1388/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"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","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bf50de44f15b46c382824eee95a85586","is_oa":true,"landing_page_url":"https://doaj.org/article/bf50de44f15b46c382824eee95a85586","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Quantum, Vol 8, p 1388 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.22331/q-2024-06-27-1388","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2024-06-27-1388","pdf_url":"https://quantum-journal.org/papers/q-2024-06-27-1388/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"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","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1101204064","display_name":null,"funder_award_id":"90814868","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G1407244622","display_name":null,"funder_award_id":"39081486","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G1779706142","display_name":null,"funder_award_id":"EXC-2111-390814868","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G1864049508","display_name":null,"funder_award_id":"EXC-2111","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2086098596","display_name":null,"funder_award_id":"EXC-2111-39081","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2711888099","display_name":null,"funder_award_id":"EXC-2111-39081486","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5106512922","display_name":null,"funder_award_id":"Deutsche Forschungsgemeinschaft (DFG","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5416072731","display_name":null,"funder_award_id":"F0999896041","funder_id":"https://openalex.org/F4320323031","funder_display_name":"\u00d6sterreichische Forschungsf\u00f6rderungsgesellschaft"},{"id":"https://openalex.org/G8709851231","display_name":null,"funder_award_id":"390814868","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8943799740","display_name":null,"funder_award_id":"Strategy-EXC-2111-390814868","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"},{"id":"https://openalex.org/F4320323031","display_name":"\u00d6sterreichische Forschungsf\u00f6rderungsgesellschaft","ror":"https://ror.org/028jc0449"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400088272.pdf","grobid_xml":"https://content.openalex.org/works/W4400088272.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1571271309","https://openalex.org/W1963826472","https://openalex.org/W1985601705","https://openalex.org/W1998056920","https://openalex.org/W2024991751","https://openalex.org/W2037978456","https://openalex.org/W2038531793","https://openalex.org/W2056511881","https://openalex.org/W2058744187","https://openalex.org/W2136112092","https://openalex.org/W2144144709","https://openalex.org/W2156194072","https://openalex.org/W2160959634","https://openalex.org/W2166566250","https://openalex.org/W2192203593","https://openalex.org/W2208487111","https://openalex.org/W2226799981","https://openalex.org/W2292414124","https://openalex.org/W2344297134","https://openalex.org/W2520415110","https://openalex.org/W2561902849","https://openalex.org/W2618411197","https://openalex.org/W2752346050","https://openalex.org/W2779842081","https://openalex.org/W2798841990","https://openalex.org/W2885579207","https://openalex.org/W2941137921","https://openalex.org/W2952749566","https://openalex.org/W2966018830","https://openalex.org/W2999151170","https://openalex.org/W3000374553","https://openalex.org/W3000615028","https://openalex.org/W3024922409","https://openalex.org/W3097362661","https://openalex.org/W3098326027","https://openalex.org/W3100210238","https://openalex.org/W3100415802","https://openalex.org/W3100829931","https://openalex.org/W3103849218","https://openalex.org/W3104972297","https://openalex.org/W4211049957","https://openalex.org/W4286001073","https://openalex.org/W4286586735","https://openalex.org/W4313249699","https://openalex.org/W4317889697","https://openalex.org/W4381481111","https://openalex.org/W4392098929"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W3106461837","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278"],"abstract_inverted_index":{"New":[0],"generations":[1],"of":[2,51,80,91,109,129,156],"ultracold-atom":[3,31],"experiments":[4,130],"are":[5],"continually":[6],"raising":[7],"the":[8,48,69,83,94,106,110,127,138,151,154],"demand":[9],"for":[10],"efficient":[11],"solutions":[12],"to":[13,22,33,42,104,124,133],"optimal":[14],"control":[15],"problems.":[16],"Here,":[17],"we":[18,46],"apply":[19],"Bayesian":[20],"optimization":[21,53],"improve":[23],"a":[24,35,56,62],"state-preparation":[25],"protocol":[26,63,146],"recently":[27],"implemented":[28],"in":[29,55,61,82,162],"an":[30],"system":[32],"realize":[34],"two-particle":[36],"fractional":[37],"quantum":[38,160],"Hall":[39],"state.":[40],"Compared":[41],"manual":[43],"ramp":[44],"design,":[45],"demonstrate":[47],"superior":[49],"performance":[50],"our":[52],"approach":[54],"numerical":[57,97,119],"simulation":[58,98,120],"\u2013":[59],"resulting":[60],"that":[64,118,131],"is":[65],"10x":[66],"faster":[67],"at":[68],"same":[70],"fidelity,":[71],"even":[72,137],"when":[73],"taking":[74],"into":[75],"account":[76],"experimentally":[77],"realistic":[78],"levels":[79],"disorder":[81],"system.":[84],"We":[85,116],"extensively":[86],"analyze":[87],"and":[88,93,99,102,147],"discuss":[89],"questions":[90],"robustness":[92],"relationship":[95],"between":[96],"experimental":[100],"realization,":[101],"how":[103],"make":[105],"best":[107],"use":[108],"surrogate":[111],"model":[112],"trained":[113],"during":[114],"optimization.":[115],"find":[117],"can":[121],"be":[122,134],"expected":[123],"substantially":[125],"reduce":[126],"number":[128],"need":[132],"performed":[135],"with":[136],"most":[139],"basic":[140],"transfer":[141],"learning":[142],"techniques.":[143],"The":[144],"proposed":[145],"workflow":[148],"will":[149],"pave":[150],"way":[152],"toward":[153],"realization":[155],"more":[157],"complex":[158],"many-body":[159],"states":[161],"experiments.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
