{"id":"https://openalex.org/W4362679567","doi":"https://doi.org/10.48550/arxiv.2304.02484","title":"A dynamic Bayesian optimized active recommender system for curiosity-driven Human-in-the-loop automated experiments","display_name":"A dynamic Bayesian optimized active recommender system for curiosity-driven Human-in-the-loop automated experiments","publication_year":2023,"publication_date":"2023-04-05","ids":{"openalex":"https://openalex.org/W4362679567","doi":"https://doi.org/10.48550/arxiv.2304.02484"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2304.02484","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.02484","pdf_url":"https://arxiv.org/pdf/2304.02484","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2304.02484","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079354655","display_name":"Arpan Biswas","orcid":"https://orcid.org/0000-0002-4054-7700"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Biswas, Arpan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049206710","display_name":"Yongtao Liu","orcid":"https://orcid.org/0000-0003-0152-1783"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yongtao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109359344","display_name":"Nicole Creange","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Creange, Nicole","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373045","display_name":"Yuchen Liu","orcid":"https://orcid.org/0000-0001-7539-1825"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yu-Chen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084949021","display_name":"Stephen Jesse","orcid":"https://orcid.org/0000-0002-1168-8483"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jesse, Stephen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101977804","display_name":"Jan\u2010Chi Yang","orcid":"https://orcid.org/0000-0002-3549-4392"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Jan-Chi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048552375","display_name":"Sergei V. Kalinin","orcid":"https://orcid.org/0000-0001-5354-6152"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kalinin, Sergei V.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013879711","display_name":"Maxim Ziatdinov","orcid":"https://orcid.org/0000-0003-2570-4592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ziatdinov, Maxim A.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5001834469","display_name":"Rama K. Vasudevan","orcid":"https://orcid.org/0000-0003-4692-8579"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vasudevan, Rama K.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5079354655"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials 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":0.759326159954071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.658287525177002},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.519497275352478},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.515753984451294},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5154841542243958},{"id":"https://openalex.org/keywords/piezoresponse-force-microscopy","display_name":"Piezoresponse force microscopy","score":0.5078266263008118},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49717190861701965},{"id":"https://openalex.org/keywords/ranging","display_name":"Ranging","score":0.48453110456466675},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.43979528546333313},{"id":"https://openalex.org/keywords/curiosity","display_name":"Curiosity","score":0.4288322329521179},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.382161945104599},{"id":"https://openalex.org/keywords/ferroelectricity","display_name":"Ferroelectricity","score":0.27855488657951355},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.22153827548027039},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.11676356196403503},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11353784799575806},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10720473527908325}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.759326159954071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.658287525177002},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.519497275352478},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.515753984451294},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5154841542243958},{"id":"https://openalex.org/C172436747","wikidata":"https://www.wikidata.org/wiki/Q3312359","display_name":"Piezoresponse force microscopy","level":4,"score":0.5078266263008118},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49717190861701965},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.48453110456466675},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.43979528546333313},{"id":"https://openalex.org/C33435437","wikidata":"https://www.wikidata.org/wiki/Q366791","display_name":"Curiosity","level":2,"score":0.4288322329521179},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.382161945104599},{"id":"https://openalex.org/C79090758","wikidata":"https://www.wikidata.org/wiki/Q1045739","display_name":"Ferroelectricity","level":3,"score":0.27855488657951355},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.22153827548027039},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.11676356196403503},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11353784799575806},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10720473527908325},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C133386390","wikidata":"https://www.wikidata.org/wiki/Q184996","display_name":"Dielectric","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2304.02484","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.02484","pdf_url":"https://arxiv.org/pdf/2304.02484","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2304.02484","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2304.02484","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2304.02484","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.02484","pdf_url":"https://arxiv.org/pdf/2304.02484","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1019100964","display_name":null,"funder_award_id":"AC0500OR22725","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"},{"id":"https://openalex.org/G1065316766","display_name":null,"funder_award_id":"Award","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G1875174544","display_name":null,"funder_award_id":"107514","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3188815368","display_name":null,"funder_award_id":"AC0500OR22725","funder_id":"https://openalex.org/F4320338420","funder_display_name":"Energy Frontier Research Centers"},{"id":"https://openalex.org/G3309651551","display_name":null,"funder_award_id":"107514","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"},{"id":"https://openalex.org/G3551090516","display_name":null,"funder_award_id":"107514","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G3827862832","display_name":null,"funder_award_id":"DE-SC002","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"},{"id":"https://openalex.org/G3872744442","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G4506825423","display_name":null,"funder_award_id":"DE-SC0021118","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"},{"id":"https://openalex.org/G4535372880","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320316892","funder_display_name":"UT-Battelle"},{"id":"https://openalex.org/G4727002354","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G4747249468","display_name":null,"funder_award_id":"DE-SC0021118","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G4823431144","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320338287","funder_display_name":"Oak Ridge National Laboratory"},{"id":"https://openalex.org/G5362724180","display_name":null,"funder_award_id":"DE-SC002111","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"},{"id":"https://openalex.org/G5726405315","display_name":null,"funder_award_id":"DE-AC05","funder_id":"https://openalex.org/F4320306250","funder_display_name":"Battelle"},{"id":"https://openalex.org/G6339381329","display_name":null,"funder_award_id":"DE-SC0021","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G661536533","display_name":null,"funder_award_id":"DE-SC0021118","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G7066633426","display_name":null,"funder_award_id":"AC0500OR22725","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G7276698588","display_name":null,"funder_award_id":"DE-SC002111","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G7995982022","display_name":null,"funder_award_id":"DE-AC05","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8414908677","display_name":null,"funder_award_id":"DE-AC0","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8749709966","display_name":null,"funder_award_id":"DE-SC0021118","funder_id":"https://openalex.org/F4320338420","funder_display_name":"Energy Frontier Research Centers"},{"id":"https://openalex.org/G8906985441","display_name":null,"funder_award_id":"00OR22725","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G909711816","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320306250","funder_display_name":"Battelle"},{"id":"https://openalex.org/G922360246","display_name":null,"funder_award_id":"DE-AC0500OR22725","funder_id":"https://openalex.org/F4320337480","funder_display_name":"Basic Energy Sciences"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320306250","display_name":"Battelle","ror":"https://ror.org/01h5tnr73"},{"id":"https://openalex.org/F4320316892","display_name":"UT-Battelle","ror":"https://ror.org/04nza6677"},{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320337480","display_name":"Basic Energy Sciences","ror":"https://ror.org/05mg91w61"},{"id":"https://openalex.org/F4320338287","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56"},{"id":"https://openalex.org/F4320338420","display_name":"Energy Frontier Research Centers","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4362679567.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3094054656","https://openalex.org/W4285676344","https://openalex.org/W2783354812","https://openalex.org/W2123270665","https://openalex.org/W4382584175","https://openalex.org/W2060310955","https://openalex.org/W2284924956","https://openalex.org/W4312958259","https://openalex.org/W2103009189","https://openalex.org/W2192203593"],"abstract_inverted_index":{"Optimization":[0],"of":[1,23,48,68,72,99,108,158,166,183],"experimental":[2,77,169],"materials":[3],"synthesis":[4,37],"and":[5,113,185],"characterization":[6],"through":[7,32],"active":[8,83],"learning":[9,161],"methods":[10],"has":[11],"been":[12],"growing":[13],"over":[14],"the":[15,45,66,75,91,126,149,156,181],"last":[16],"decade,":[17],"with":[18,35,55],"examples":[19,98],"ranging":[20],"from":[21],"measurements":[22],"diffraction":[24],"on":[25,90,120],"combinatorial":[26],"alloys":[27],"at":[28],"synchrotrons,":[29],"to":[30,87,103,129,187],"searches":[31],"chemical":[33],"space":[34],"automated":[36],"robots":[38],"for":[39,50,163,180],"perovskites.":[40],"In":[41,61],"virtually":[42],"all":[43],"cases,":[44],"target":[46],"property":[47],"interest":[49],"optimization":[51,127],"is":[52,137,175],"defined":[53],"apriori":[54],"limited":[56],"human":[57,73,94],"feedback":[58],"during":[59],"operation.":[60],"contrast,":[62],"here":[63,174],"we":[64],"present":[65],"development":[67],"a":[69,80,109],"new":[70],"type":[71],"in":[74,117,177],"loop":[76],"workflow,":[78],"via":[79],"Bayesian":[81],"optimized":[82],"recommender":[84],"system":[85],"(BOARS),":[86],"shape":[88],"targets":[89],"fly,":[92],"employing":[93],"feedback.":[95],"We":[96],"showcase":[97],"this":[100,116],"framework":[101],"applied":[102],"pre-acquired":[104],"piezoresponse":[105,132],"force":[106,123],"spectroscopy":[107],"ferroelectric":[110],"thin":[111],"film,":[112],"then":[114],"implement":[115],"real":[118],"time":[119],"an":[121],"atomic":[122],"microscope,":[124],"where":[125],"proceeds":[128],"find":[130],"symmetric":[131],"amplitude":[133],"hysteresis":[134],"loops.":[135],"It":[136],"found":[138],"that":[139],"such":[140],"features":[141],"appear":[142],"more":[143],"affected":[144],"by":[145],"subsurface":[146],"defects":[147],"than":[148],"local":[150],"domain":[151],"structure.":[152],"This":[153],"work":[154],"shows":[155],"utility":[157],"human-augmented":[159],"machine":[160],"approaches":[162],"curiosity-driven":[164],"exploration":[165],"systems":[167],"across":[168],"domains.":[170],"The":[171],"analysis":[172],"reported":[173],"summarized":[176],"Colab":[178],"Notebook":[179],"purpose":[182],"tutorial":[184],"application":[186],"other":[188],"data:":[189],"https://github.com/arpanbiswas52/varTBO":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2023-04-07T00:00:00"}