{"id":"https://openalex.org/W4405304269","doi":"https://doi.org/10.1109/besc64747.2024.10780480","title":"Fairness-Aware Mutual Information for Multimodal Recommendation","display_name":"Fairness-Aware Mutual Information for Multimodal Recommendation","publication_year":2024,"publication_date":"2024-08-16","ids":{"openalex":"https://openalex.org/W4405304269","doi":"https://doi.org/10.1109/besc64747.2024.10780480"},"language":"en","primary_location":{"id":"doi:10.1109/besc64747.2024.10780480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc64747.2024.10780480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-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/A5055684887","display_name":"Dan Lu","orcid":"https://orcid.org/0000-0001-5162-9843"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dan Lu","raw_affiliation_strings":["Harbin Engineering University,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,Harbin,China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385771","display_name":"Xu Chen","orcid":"https://orcid.org/0000-0003-3422-0127"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Chen","raw_affiliation_strings":["Harbin Engineering University,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,Harbin,China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020497002","display_name":"Rui\u2010Pin Chen","orcid":"https://orcid.org/0000-0002-8237-6612"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Chen","raw_affiliation_strings":["Harbin Engineering University,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Engineering University,Harbin,China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066180101","display_name":"Shiqing Wu","orcid":"https://orcid.org/0000-0001-6785-1203"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shiqing Wu","raw_affiliation_strings":["University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051512158","display_name":"Guandong Xu","orcid":"https://orcid.org/0000-0003-4493-6663"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guandong Xu","raw_affiliation_strings":["University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055684887"],"corresponding_institution_ids":["https://openalex.org/I151727225"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35971132,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9585999846458435,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9585999846458435,"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/T12031","display_name":"Speech and dialogue systems","score":0.9526000022888184,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.929099977016449,"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":0.7064948678016663},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.6237697005271912},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19946539402008057}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064948678016663},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.6237697005271912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19946539402008057}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/besc64747.2024.10780480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/besc64747.2024.10780480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Behavioural and Social Computing (BESC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5891396994","display_name":null,"funder_award_id":"62302120","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":31,"referenced_works":["https://openalex.org/W2140310134","https://openalex.org/W2194775991","https://openalex.org/W2526050071","https://openalex.org/W2897363137","https://openalex.org/W2963189767","https://openalex.org/W2963655167","https://openalex.org/W2964258748","https://openalex.org/W2970641574","https://openalex.org/W2982108874","https://openalex.org/W3001553940","https://openalex.org/W3045200674","https://openalex.org/W3115572006","https://openalex.org/W3116873649","https://openalex.org/W3153432523","https://openalex.org/W3175660618","https://openalex.org/W3181414820","https://openalex.org/W3192113933","https://openalex.org/W4212951676","https://openalex.org/W4226210383","https://openalex.org/W4309185982","https://openalex.org/W4367046619","https://openalex.org/W4382239891","https://openalex.org/W4384655891","https://openalex.org/W4385302663","https://openalex.org/W4387171276","https://openalex.org/W4391549746","https://openalex.org/W6747774472","https://openalex.org/W6753076217","https://openalex.org/W6762760276","https://openalex.org/W6852468616","https://openalex.org/W6857497186"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2466816617","https://openalex.org/W1970834875","https://openalex.org/W842936808","https://openalex.org/W3174028392","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"In":[0,80],"recent":[1],"years,":[2],"multimodal":[3,18,36],"recommendations":[4],"have":[5,65,145],"attracted":[6],"considerable":[7],"attention":[8],"due":[9],"to":[10,94,111,121,135],"the":[11,22,39,74,147],"increasing":[12],"presence":[13],"of":[14,42,149],"multimedia":[15],"information.":[16],"Leveraging":[17],"information":[19,37,77,93,99,109,117,126],"helps":[20],"alleviate":[21],"data":[23,48],"sparsity":[24],"issue":[25],"in":[26,69],"conventional":[27],"recom-mender":[28],"systems,":[29,71],"thereby":[30],"enhancing":[31],"recommendation":[32],"accuracy.":[33],"However,":[34],"integrating":[35],"introduces":[38],"additional":[40],"challenge":[41],"managing":[43],"sensitive":[44,54,76,96,116],"information,":[45],"as":[46,123,127],"these":[47],"may":[49],"implicitly":[50],"or":[51],"explicitly":[52],"convey":[53],"attributes":[55],"about":[56],"users,":[57],"potentially":[58,75],"exacerbating":[59],"fairness":[60,67],"issues.":[61],"While":[62],"existing":[63],"methods":[64],"addressed":[66],"issues":[68],"recommender":[70],"most":[72],"neglect":[73],"within":[78],"modalities.":[79],"this":[81],"light,":[82],"we":[83,104],"propose":[84],"a":[85,106],"modality-guided":[86],"representation":[87],"learning":[88],"framework":[89],"using":[90],"fairness-aware":[91],"mutual":[92,108],"disentangle":[95],"and":[97],"non-sensitive":[98,125],"from":[100],"modal":[101,113],"embeddings.":[102],"Specifically,":[103],"adopt":[105],"dual":[107],"objective":[110],"decompose":[112],"embeddings,":[114],"capturing":[115],"while":[118],"encouraging":[119],"embeddings":[120,131],"contain":[122],"much":[124],"possible.":[128],"These":[129],"disentangled":[130],"are":[132],"then":[133],"used":[134],"enhance":[136],"user":[137],"representations.":[138],"Extensive":[139],"experiments":[140],"on":[141],"two":[142],"public":[143],"datasets":[144],"demonstrated":[146],"effectiveness":[148],"our":[150],"approach.":[151]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}