{"id":"https://openalex.org/W4407719849","doi":"https://doi.org/10.48550/arxiv.2502.11883","title":"FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval Algorithms","display_name":"FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval Algorithms","publication_year":2025,"publication_date":"2025-02-17","ids":{"openalex":"https://openalex.org/W4407719849","doi":"https://doi.org/10.48550/arxiv.2502.11883"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2502.11883","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.11883","pdf_url":"https://arxiv.org/pdf/2502.11883","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2502.11883","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100387713","display_name":"Xu Chen","orcid":"https://orcid.org/0000-0002-6121-8391"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079867869","display_name":"Zhirui Deng","orcid":"https://orcid.org/0000-0001-8952-7666"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Deng, Zhirui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024227030","display_name":"Clara Rus","orcid":"https://orcid.org/0000-0002-0944-5044"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rus, Clara","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032790405","display_name":"Xiaopeng Ye","orcid":"https://orcid.org/0009-0003-1896-0309"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ye, Xiaopeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039310225","display_name":"Yuanna Liu","orcid":"https://orcid.org/0000-0002-9868-6578"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yuanna","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111638960","display_name":"Jun Xu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Jun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010558184","display_name":"Zhicheng Dou","orcid":"https://orcid.org/0000-0002-9781-948X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dou, Zhicheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101368168","display_name":"Ji-Rong Wen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wen, Ji-Rong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5031439294","display_name":"Maarten de Rijke","orcid":"https://orcid.org/0000-0002-1086-0202"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Rijke, Maarten","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.7300999760627747,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.7300999760627747,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.7285000085830688,"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/T11644","display_name":"Spam and Phishing Detection","score":0.656000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6862293481826782},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.41787639260292053},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33994486927986145}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6862293481826782},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.41787639260292053},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33994486927986145}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2502.11883","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.11883","pdf_url":"https://arxiv.org/pdf/2502.11883","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2502.11883","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.11883","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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2502.11883","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.11883","pdf_url":"https://arxiv.org/pdf/2502.11883","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"In":[0],"modern":[1],"information":[2],"retrieval":[3],"(IR).":[4],"achieving":[5],"more":[6],"than":[7],"just":[8],"accuracy":[9],"is":[10,145,176],"essential":[11],"to":[12,51,155],"sustaining":[13],"a":[14,63,94,140],"healthy":[15],"ecosystem,":[16],"especially":[17],"when":[18],"addressing":[19],"fairness":[20,122,162],"and":[21,31,47,53,73,89,99,105,123,136,158,163,178],"diversity":[22,124,164],"considerations.":[23],"To":[24,80],"meet":[25],"these":[26,38],"needs,":[27],"various":[28],"datasets,":[29,46],"algorithms,":[30],"evaluation":[32,70,119],"frameworks":[33],"have":[34],"been":[35],"introduced.":[36],"However,":[37],"algorithms":[39,75,125],"are":[40],"often":[41],"tested":[42],"across":[43,76,126],"diverse":[44,100],"metrics,":[45],"experimental":[48],"setups,":[49],"leading":[50],"inconsistencies":[52],"difficulties":[54],"in":[55],"direct":[56],"comparisons.":[57],"This":[58],"highlights":[59],"the":[60,112,118],"need":[61],"for":[62,96],"comprehensive":[64,141],"IR":[65,78,113,133,153],"toolkit":[66,116],"that":[67,151],"enables":[68],"standardized":[69,90],"of":[71,111,120],"fairness-":[72],"diversity-aware":[74],"different":[77,109],"tasks.":[79],"address":[81],"this":[82],"challenge,":[83],"we":[84],"present":[85],"FairDiverse,":[86],"an":[87],"open-source":[88],"toolkit.":[91],"FairDiverse":[92,144],"offers":[93],"framework":[95],"integrating":[97],"fair":[98,169],"methods,":[101],"including":[102],"pre-processing,":[103],"in-processing,":[104],"post-processing":[106],"techniques,":[107],"at":[108],"stages":[110],"pipeline.":[114],"The":[115,174],"supports":[117],"28":[121],"16":[127],"base":[128],"models,":[129,166],"covering":[130],"two":[131],"core":[132],"tasks":[134],"(search":[135],"recommendation)":[137],"thereby":[138],"establishing":[139],"benchmark.":[142],"Moreover,":[143],"highly":[146],"extensible,":[147],"providing":[148],"multiple":[149],"APIs":[150],"empower":[152],"researchers":[154],"swiftly":[156],"develop":[157],"evaluate":[159],"their":[160],"own":[161],"aware":[165],"while":[167],"ensuring":[168],"comparisons":[170],"with":[171],"existing":[172],"baselines.":[173],"project":[175],"open-sourced":[177],"available":[179],"on":[180],"https://github.com/XuChen0427/FairDiverse.":[181]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}