{"id":"https://openalex.org/W4387995283","doi":"https://doi.org/10.48550/arxiv.2310.17273","title":"Looping in the Human Collaborative and Explainable Bayesian Optimization","display_name":"Looping in the Human Collaborative and Explainable Bayesian Optimization","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387995283","doi":"https://doi.org/10.48550/arxiv.2310.17273"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2310.17273","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.17273","pdf_url":"https://arxiv.org/pdf/2310.17273","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","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/2310.17273","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102785732","display_name":"Masaki Adachi","orcid":"https://orcid.org/0000-0003-2580-2280"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Adachi, Masaki","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018487210","display_name":"Brady Planden","orcid":"https://orcid.org/0000-0002-1082-9125"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Planden, Brady","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009307212","display_name":"David A. Howey","orcid":"https://orcid.org/0000-0002-0620-3955"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Howey, David A.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002007044","display_name":"Michael A. Osborne","orcid":"https://orcid.org/0000-0003-1959-012X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Osborne, Michael A.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Orbell, Sebastian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Orbell, Sebastian","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ares, Natalia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ares, Natalia","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Muandet, Krikamol","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muandet, Krikamol","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5051223998","display_name":"Siu Lun Chau","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chau, Siu Lun","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5102785732"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9642000198364258,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8584135174751282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7377931475639343},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4822198152542114},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4623123109340668},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45973479747772217},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.45962417125701904},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4427033066749573},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4369542598724365},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.40182167291641235},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.35345739126205444},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12670788168907166},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08863118290901184}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.8584135174751282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7377931475639343},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4822198152542114},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4623123109340668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45973479747772217},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.45962417125701904},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4427033066749573},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4369542598724365},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.40182167291641235},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.35345739126205444},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12670788168907166},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08863118290901184},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:arXiv.org:2310.17273","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.17273","pdf_url":"https://arxiv.org/pdf/2310.17273","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:doi:10.60882/cispa.25887319","is_oa":true,"landing_page_url":"http://proceedings.mlr.press/v238/","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"Conference contribution"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:dc39d1d1-59f5-4901-b106-9b83aef59685","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Conference item"},{"id":"doi:10.48550/arxiv.2310.17273","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2310.17273","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-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2310.17273","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.17273","pdf_url":"https://arxiv.org/pdf/2310.17273","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3106461837","https://openalex.org/W3168182983","https://openalex.org/W4387079005","https://openalex.org/W4221166418","https://openalex.org/W3117893869","https://openalex.org/W2968265130","https://openalex.org/W2973085194","https://openalex.org/W4210726438","https://openalex.org/W1723534789","https://openalex.org/W4382203014"],"abstract_inverted_index":{"Like":[0],"many":[1],"optimizers,":[2,23],"Bayesian":[3,58,136],"optimization":[4,40],"often":[5],"falls":[6],"short":[7],"of":[8,38,63,110],"gaining":[9],"user":[10,27,67,92],"trust":[11],"due":[12],"to":[13,20,68,77,101,121,133],"opacity.":[14],"While":[15],"attempts":[16],"have":[17],"been":[18],"made":[19],"develop":[21],"human-centric":[22],"they":[24],"typically":[25],"assume":[26],"knowledge":[28,71],"is":[29,157],"well-specified":[30],"and":[31,46,56],"error-free,":[32],"employing":[33],"users":[34,105,120],"mainly":[35],"as":[36],"supervisors":[37],"the":[39,83,111,129],"process.":[41],"We":[42,138],"relax":[43],"these":[44],"assumptions":[45],"propose":[47],"a":[48,66,70,107,116,134],"more":[49],"balanced":[50],"human-AI":[51,143],"partnership":[52],"with":[53,91,106,125],"our":[54],"Collaborative":[55],"Explainable":[57],"Optimization":[59],"(CoExBO)":[60],"framework.":[61],"Instead":[62],"explicitly":[64],"requiring":[65],"provide":[69],"model,":[72],"CoExBO":[73,94,114],"employs":[74],"preference":[75],"learning":[76],"seamlessly":[78],"integrate":[79],"human":[80],"insights":[81],"into":[82],"optimization,":[84],"resulting":[85],"in":[86,146],"algorithmic":[87],"suggestions":[88],"that":[89],"resonate":[90],"preference.":[93],"explains":[95],"its":[96],"candidate":[97],"selection":[98],"every":[99],"iteration":[100],"foster":[102],"trust,":[103],"empowering":[104],"clearer":[108],"grasp":[109],"optimization.":[112,137],"Furthermore,":[113],"offers":[115],"no-harm":[117],"guarantee,":[118],"allowing":[119],"make":[122],"mistakes;":[123],"even":[124],"extreme":[126],"adversarial":[127],"interventions,":[128],"algorithm":[130],"converges":[131],"asymptotically":[132],"vanilla":[135],"validate":[139],"CoExBO's":[140],"efficacy":[141],"through":[142],"teaming":[144],"experiments":[145],"lithium-ion":[147],"battery":[148],"design,":[149],"highlighting":[150],"substantial":[151],"improvements":[152],"over":[153],"conventional":[154],"methods.":[155],"Code":[156],"available":[158],"https://github.com/ma921/CoExBO.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}