{"id":"https://openalex.org/W4400033172","doi":"https://doi.org/10.1109/tcss.2024.3404039","title":"RAH! RecSys\u2013Assistant\u2013Human: A Human-Centered Recommendation Framework With LLM Agents","display_name":"RAH! RecSys\u2013Assistant\u2013Human: A Human-Centered Recommendation Framework With LLM Agents","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4400033172","doi":"https://doi.org/10.1109/tcss.2024.3404039"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3404039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3404039","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5085440424","display_name":"Yu\u2010Bo Shu","orcid":"https://orcid.org/0000-0001-5747-0028"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yubo Shu","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5747-0028","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haonan Zhang","orcid":"https://orcid.org/0009-0004-8586-5296"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haonan Zhang","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0004-8586-5296","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071156485","display_name":"Hansu Gu","orcid":"https://orcid.org/0000-0002-1426-3210"},"institutions":[{"id":"https://openalex.org/I58610484","display_name":"Seattle University","ror":"https://ror.org/02jqc0m91","country_code":"US","type":"education","lineage":["https://openalex.org/I58610484"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hansu Gu","raw_affiliation_strings":["Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1426-3210","affiliations":[{"raw_affiliation_string":"Seattle, WA, USA","institution_ids":["https://openalex.org/I58610484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364191","display_name":"Peng Zhang","orcid":"https://orcid.org/0000-0002-9109-4625"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zhang","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9109-4625","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004237040","display_name":"Tun Lu","orcid":"https://orcid.org/0000-0002-6633-4826"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tun Lu","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6633-4826","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440920","display_name":"Dongsheng Li","orcid":"https://orcid.org/0000-0003-3103-8442"},"institutions":[{"id":"https://openalex.org/I4210113369","display_name":"Microsoft Research Asia (China)","ror":"https://ror.org/0300m5276","country_code":"CN","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210113369"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Li","raw_affiliation_strings":["Microsoft Research Asia, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3103-8442","affiliations":[{"raw_affiliation_string":"Microsoft Research Asia, Shanghai, China","institution_ids":["https://openalex.org/I4210113369"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091087409","display_name":"Ning Gu","orcid":"https://orcid.org/0000-0002-2915-974X"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Gu","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-2915-974X","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.5887,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.9810761,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"5","first_page":"6759","last_page":"6770"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.8921999931335449,"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/T12128","display_name":"AI in Service Interactions","score":0.8921999931335449,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.8891000151634216,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.8849999904632568,"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":0.5067208409309387}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5067208409309387}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3404039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3404039","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G266795963","display_name":null,"funder_award_id":"61932007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3701922489","display_name":null,"funder_award_id":"62372113","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4817111480","display_name":null,"funder_award_id":"62172106","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W2049670925","https://openalex.org/W2054141820","https://openalex.org/W2142144955","https://openalex.org/W2295739661","https://openalex.org/W2605350416","https://openalex.org/W2629213068","https://openalex.org/W2798435682","https://openalex.org/W2811018197","https://openalex.org/W2888807818","https://openalex.org/W2964983698","https://openalex.org/W2999649805","https://openalex.org/W3013952374","https://openalex.org/W3034503922","https://openalex.org/W3045200674","https://openalex.org/W3092103025","https://openalex.org/W3101366597","https://openalex.org/W3103310105","https://openalex.org/W3105195262","https://openalex.org/W3155368131","https://openalex.org/W3156622960","https://openalex.org/W3189967866","https://openalex.org/W3190386329","https://openalex.org/W4205665497","https://openalex.org/W4214785886","https://openalex.org/W4220701811","https://openalex.org/W4224322431","https://openalex.org/W4280611174","https://openalex.org/W4282027681","https://openalex.org/W4283324387","https://openalex.org/W4284882462","https://openalex.org/W4296591867","https://openalex.org/W4296604473","https://openalex.org/W4309618919","https://openalex.org/W4319452302","https://openalex.org/W4361193179","https://openalex.org/W4361759320","https://openalex.org/W4362474119","https://openalex.org/W4362706980","https://openalex.org/W4366733551","https://openalex.org/W4377966360","https://openalex.org/W4378505261","https://openalex.org/W4385478233","https://openalex.org/W4385567868","https://openalex.org/W4385573063","https://openalex.org/W4386528753","https://openalex.org/W4386728930","https://openalex.org/W4386728933","https://openalex.org/W4386729449","https://openalex.org/W4386794445","https://openalex.org/W4387835442","https://openalex.org/W4394785778","https://openalex.org/W4394938993","https://openalex.org/W4401834466","https://openalex.org/W6695055480","https://openalex.org/W6779872201","https://openalex.org/W6809646742","https://openalex.org/W6850988808","https://openalex.org/W6851432315","https://openalex.org/W6851596285","https://openalex.org/W6853313673","https://openalex.org/W6855873836","https://openalex.org/W6856464235"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"The":[0,109],"rapid":[1],"evolution":[2],"of":[3],"the":[4,66,78,104,112,124,130],"web":[5],"has":[6],"led":[7],"to":[8,142],"an":[9,86],"exponential":[10],"growth":[11],"in":[12,20,36,53,134],"content.":[13],"Recommender":[14],"systems":[15],"play":[16],"a":[17,71,116,153],"crucial":[18],"role":[19],"human\u2013computer":[21],"interaction":[22],"(HCI)":[23],"by":[24],"tailoring":[25],"content":[26],"based":[27],"on":[28],"individual":[29],"preferences.":[30],"Despite":[31],"their":[32],"importance,":[33],"challenges":[34],"persist":[35],"balancing":[37],"recommendation":[38,136,155,162],"accuracy":[39],"with":[40,89,106,160],"user":[41,47,107,121,147],"satisfaction,":[42],"addressing":[43,60],"biases":[44,144],"while":[45],"preserving":[46],"privacy,":[48],"and":[49,70,82,101,115,145],"solving":[50],"cold-start":[51],"problems":[52],"cross-domain":[54],"situations.":[55],"This":[56],"research":[57],"argues":[58],"that":[59,157],"these":[61],"issues":[62],"is":[63,74],"not":[64],"solely":[65],"recommender":[67,79],"systems\u2019":[68],"responsibility,":[69],"human-centered":[72,154],"approach":[73],"vital.":[75],"We":[76],"introduce":[77],"system,":[80],"assistant,":[81],"human":[83,140],"(RAH)":[84],"framework,":[85],"innovative":[87],"solution":[88],"large":[90],"language":[91],"model":[92],"(LLM)-based":[93],"agents":[94],"such":[95],"as":[96],"perceive,":[97],"learn,":[98],"act,":[99],"critic,":[100],"reflect,":[102],"emphasizing":[103],"alignment":[105],"personalities.":[108],"framework":[110,156],"utilizes":[111],"learn-act-critic":[113],"loop":[114],"reflection":[117],"mechanism":[118],"for":[119],"improving":[120],"alignment.":[122],"Using":[123],"real-world":[125],"data,":[126],"our":[127,150],"experiments":[128],"demonstrate":[129],"RAH":[131],"framework's":[132],"efficacy":[133],"various":[135,161],"domains,":[137],"from":[138],"reducing":[139],"burden":[141],"mitigating":[143],"enhancing":[146],"control.":[148],"Notably,":[149],"contributions":[151],"provide":[152],"partners":[158],"effectively":[159],"models.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":7}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}