{"id":"https://openalex.org/W4388966559","doi":"https://doi.org/10.1109/tnnls.2023.3306801","title":"Master\u2013Slave Deep Architecture for Top-<i>K</i> Multiarmed Bandits With Nonlinear Bandit Feedback and Diversity Constraints","display_name":"Master\u2013Slave Deep Architecture for Top-<i>K</i> Multiarmed Bandits With Nonlinear Bandit Feedback and Diversity Constraints","publication_year":2023,"publication_date":"2023-11-24","ids":{"openalex":"https://openalex.org/W4388966559","doi":"https://doi.org/10.1109/tnnls.2023.3306801","pmid":"https://pubmed.ncbi.nlm.nih.gov/37999964"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2023.3306801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3306801","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5025364768","display_name":"Hanchi Huang","orcid":"https://orcid.org/0000-0001-5500-3311"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Hanchi Huang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042802004","display_name":"Li Shen","orcid":"https://orcid.org/0000-0001-5659-3464"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Shen","raw_affiliation_strings":["JD Explore Academy, Beijing, China"],"affiliations":[{"raw_affiliation_string":"JD Explore Academy, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073681676","display_name":"Deheng Ye","orcid":"https://orcid.org/0000-0002-1754-1837"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deheng Ye","raw_affiliation_strings":["Tencent, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Tencent, Shenzhen, China","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100431792","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0002-3865-8145"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["Tencent, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Tencent, Shenzhen, China","institution_ids":["https://openalex.org/I2250653659"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5025364768"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20846372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"12","first_page":"17608","last_page":"17619"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":1.0,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9925000071525574,"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/computer-science","display_name":"Computer science","score":0.6601096987724304},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6313108801841736},{"id":"https://openalex.org/keywords/notation","display_name":"Notation","score":0.5295522809028625},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4444632828235626},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4264051020145416},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4128755033016205},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.39878571033477783},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33458584547042847},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2370699942111969},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17256638407707214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6601096987724304},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6313108801841736},{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.5295522809028625},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4444632828235626},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4264051020145416},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4128755033016205},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.39878571033477783},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33458584547042847},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2370699942111969},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17256638407707214},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2023.3306801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3306801","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:37999964","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37999964","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W2005653178","https://openalex.org/W2111643688","https://openalex.org/W2278138779","https://openalex.org/W2475334473","https://openalex.org/W2517540742","https://openalex.org/W2604382266","https://openalex.org/W2604662567","https://openalex.org/W2615180724","https://openalex.org/W2787933113","https://openalex.org/W2809290718","https://openalex.org/W2899813732","https://openalex.org/W2902572901","https://openalex.org/W2902826155","https://openalex.org/W2946327583","https://openalex.org/W2947781524","https://openalex.org/W2998367975","https://openalex.org/W3004718980","https://openalex.org/W3048919590","https://openalex.org/W3087931390","https://openalex.org/W3090460193","https://openalex.org/W3098894878","https://openalex.org/W3107183644","https://openalex.org/W3153539640","https://openalex.org/W3195913310","https://openalex.org/W3206992626","https://openalex.org/W4206530644","https://openalex.org/W4285818338","https://openalex.org/W4394672593","https://openalex.org/W6629353124","https://openalex.org/W6639595677","https://openalex.org/W6677189462","https://openalex.org/W6677707158","https://openalex.org/W6681980189","https://openalex.org/W6684921986","https://openalex.org/W6685958149","https://openalex.org/W6730742100","https://openalex.org/W6749569130","https://openalex.org/W6751725685","https://openalex.org/W6755164397","https://openalex.org/W6757022954","https://openalex.org/W6757834963","https://openalex.org/W6758593977","https://openalex.org/W6760167989","https://openalex.org/W6763777643","https://openalex.org/W6765608698","https://openalex.org/W6766427554","https://openalex.org/W6767400879","https://openalex.org/W6771826583","https://openalex.org/W6779558354","https://openalex.org/W6786559412","https://openalex.org/W6864350279"],"related_works":["https://openalex.org/W2504004674","https://openalex.org/W1987679298","https://openalex.org/W2963177394","https://openalex.org/W4313359513","https://openalex.org/W2498744856","https://openalex.org/W4390482104","https://openalex.org/W322408318","https://openalex.org/W149041114","https://openalex.org/W1965815883","https://openalex.org/W763418848"],"abstract_inverted_index":{"We":[0],"propose":[1,74],"a":[2,112,121],"novel":[3,143],"master-slave":[4],"architecture":[5],"to":[6,23,42,59,83,118,128],"solve":[7],"the":[8,24,30,45,79,85,88,97,102,107,129,135,142,146],"top-":[9],"combinatorial":[10,32,46],"multiarmed":[11],"bandits":[12,33],"(CMABs)":[13],"problem":[14],"with":[15,56],"nonlinear":[16],"bandit":[17,39],"feedback":[18],"and":[19,47,66,78,105,125,141,148,161],"diversity":[20,36],"constraints,":[21],"which,":[22],"best":[25,108],"of":[26,87,132],"our":[27,151],"knowledge,":[28],"is":[29,169],"first":[31],"setting":[34],"considering":[35],"constraints":[37,67],"under":[38],"feedback.":[40],"Specifically,":[41],"efficiently":[43],"explore":[44],"constrained":[48],"action":[49],"space,":[50],"we":[51,73],"introduce":[52],"six":[53],"slave":[54,90,103,133,139,149],"models":[55,104],"distinguished":[57],"merits":[58],"generate":[60],"diversified":[61],"samples":[62,99],"well":[63,69],"balancing":[64],"rewards":[65],"as":[68,70],"efficiency.":[71],"Moreover,":[72],"teacher":[75],"learning-based":[76],"optimization":[77],"policy":[80],"cotraining":[81,136],"technique":[82],"boost":[84],"performance":[86],"multiple":[89],"models.":[91],"The":[92,167],"master":[93,147],"model":[94],"then":[95],"collects":[96],"elite":[98],"provided":[100],"by":[101,111],"selects":[106],"sample":[109],"estimated":[110],"neural":[113],"contextual":[114],"UCB-based":[115],"network":[116],"(NeuralUCB)":[117],"decide":[119],"on":[120],"tradeoff":[122],"between":[123,145],"exploration":[124],"exploitation.":[126],"Thanks":[127],"elaborate":[130],"design":[131],"models,":[134,140,150],"mechanism":[137],"among":[138],"interactions":[144],"approach":[152],"significantly":[153],"surpasses":[154],"existing":[155],"state-of-the-art":[156],"algorithms":[157],"in":[158],"both":[159],"synthetic":[160],"real":[162],"datasets":[163],"for":[164],"recommendation":[165],"tasks.":[166],"code":[168],"available":[170],"at":[171],"https://github.com/huanghanchi/Master-slave-Algorithm-for-Top-K-Bandits.":[172]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2023-11-25T00:00:00"}