{"id":"https://openalex.org/W4403536039","doi":"https://doi.org/10.1145/3691620.3695300","title":"Toward Individual Fairness Testing with Data Validity","display_name":"Toward Individual Fairness Testing with Data Validity","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4403536039","doi":"https://doi.org/10.1145/3691620.3695300"},"language":"en","primary_location":{"id":"doi:10.1145/3691620.3695300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3691620.3695300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering","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/A5031476425","display_name":"Takashi Kitamura","orcid":"https://orcid.org/0000-0002-8903-3161"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Takashi Kitamura","raw_affiliation_strings":["National Institute of Advanced Industrial Science and Technology (AIST), Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology (AIST), Tokyo, Japan","institution_ids":["https://openalex.org/I73613424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020874890","display_name":"Sousuke Amasaki","orcid":"https://orcid.org/0000-0001-8763-3457"},"institutions":[{"id":"https://openalex.org/I193620225","display_name":"Okayama Prefectural University","ror":"https://ror.org/038bgk418","country_code":"JP","type":"education","lineage":["https://openalex.org/I193620225"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Sousuke Amasaki","raw_affiliation_strings":["Okayama Prefectural University, Oakayama, Japan"],"affiliations":[{"raw_affiliation_string":"Okayama Prefectural University, Oakayama, Japan","institution_ids":["https://openalex.org/I193620225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108753337","display_name":"Jun Inoue","orcid":"https://orcid.org/0000-0002-2939-8337"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jun Inoue","raw_affiliation_strings":["National Institute of Advanced Industrial Science and Technology (AIST), Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology (AIST), Osaka, Japan","institution_ids":["https://openalex.org/I73613424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042230213","display_name":"Yoshinao Isobe","orcid":"https://orcid.org/0000-0002-2888-7681"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshinao Isobe","raw_affiliation_strings":["National Institute of Advanced Industrial Science and Technology (AIST), Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology (AIST), Osaka, Japan","institution_ids":["https://openalex.org/I73613424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011827222","display_name":"Takahisa Toda","orcid":"https://orcid.org/0000-0002-9004-6146"},"institutions":[{"id":"https://openalex.org/I20529979","display_name":"University of Electro-Communications","ror":"https://ror.org/02x73b849","country_code":"JP","type":"education","lineage":["https://openalex.org/I20529979"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takahisa Toda","raw_affiliation_strings":["The University of Electro-Communications, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"The University of Electro-Communications, Tokyo, Japan","institution_ids":["https://openalex.org/I20529979"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5031476425"],"corresponding_institution_ids":["https://openalex.org/I73613424"],"apc_list":null,"apc_paid":null,"fwci":0.5564,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74761922,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2284","last_page":"2288"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9957000017166138,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9699000120162964,"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":0.5808396935462952},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.33172816038131714},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08230474591255188}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5808396935462952},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.33172816038131714},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08230474591255188}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3691620.3695300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3691620.3695300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W142920396","https://openalex.org/W2100960835","https://openalex.org/W2516035374","https://openalex.org/W2730550703","https://openalex.org/W2809701591","https://openalex.org/W2945295328","https://openalex.org/W2967682612","https://openalex.org/W2990877156","https://openalex.org/W3002398329","https://openalex.org/W3104149808","https://openalex.org/W3105507623","https://openalex.org/W3109630367","https://openalex.org/W3132183194","https://openalex.org/W3179976352","https://openalex.org/W3212723181","https://openalex.org/W4210411870","https://openalex.org/W4220826582","https://openalex.org/W4284697101","https://openalex.org/W4294659046","https://openalex.org/W4308731725","https://openalex.org/W4312232506","https://openalex.org/W4312350848","https://openalex.org/W4384154513","https://openalex.org/W4384345651","https://openalex.org/W4389505800"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Individual":[0],"fairness":[1],"testing":[2],"(Ift)":[3],"is":[4],"a":[5,12,23,43,78,86],"framework":[6],"to":[7,97],"find":[8],"discriminatory":[9,65,95],"instances":[10,66,96],"within":[11],"given":[13],"classifier.":[14],"In":[15],"this":[16],"paper,":[17],"we":[18],"show":[19],"our":[20],"idea":[21],"of":[22,30,46,52,64,80,94,100],"Ift":[24,70,83],"framework,":[25,84],"that":[26,62],"integrates":[27],"the":[28,50,60,81,92,98],"notion":[29],"data":[31],"validity,":[32],"termed":[33],"\"Individual":[34],"Fairness":[35],"Testing":[36],"with":[37,57],"Data":[38],"Validity":[39],"(Ift-v)\".":[40],"We":[41],"develop":[42],"solid":[44],"foundation":[45],"Ift-v":[47,58],"and":[48],"demonstrate":[49],"feasibility":[51],"Ift-v.":[53],"Our":[54],"preliminary":[55],"evaluation":[56],"reveals":[59],"possibility":[61],"many":[63],"detected":[67],"by":[68],"state-of-the-art":[69],"algorithms":[71],"are":[72],"considered":[73],"invalid.":[74],"These":[75],"findings":[76],"prompt":[77],"re-think":[79],"current":[82],"suggesting":[85],"transition":[87],"from":[88],"solely":[89],"focusing":[90],"on":[91],"discovery":[93],"consideration":[99],"valid":[101],"ones.":[102]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-05T09:29:38.588285","created_date":"2025-10-10T00:00:00"}