{"id":"https://openalex.org/W4398239189","doi":"https://doi.org/10.1145/3639478.3643530","title":"Causal Graph Fuzzing for Fair ML Sofware Development","display_name":"Causal Graph Fuzzing for Fair ML Sofware Development","publication_year":2024,"publication_date":"2024-04-14","ids":{"openalex":"https://openalex.org/W4398239189","doi":"https://doi.org/10.1145/3639478.3643530"},"language":"en","primary_location":{"id":"doi:10.1145/3639478.3643530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643530","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643530","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028082238","display_name":"Verya Monjezi","orcid":"https://orcid.org/0000-0001-6796-5948"},"institutions":[{"id":"https://openalex.org/I164936912","display_name":"The University of Texas at El Paso","ror":"https://ror.org/04d5vba33","country_code":"US","type":"education","lineage":["https://openalex.org/I164936912"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Verya Monjezi","raw_affiliation_strings":["University of Texas at El Paso, El Paso, Texas, USA"],"raw_orcid":"https://orcid.org/0000-0001-6796-5948","affiliations":[{"raw_affiliation_string":"University of Texas at El Paso, El Paso, Texas, USA","institution_ids":["https://openalex.org/I164936912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101937116","display_name":"Ashish Kumar","orcid":"https://orcid.org/0000-0001-8773-2084"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashish Kumar","raw_affiliation_strings":["Penn State, State College, Pennsylvania, USA"],"raw_orcid":"https://orcid.org/0000-0001-8773-2084","affiliations":[{"raw_affiliation_string":"Penn State, State College, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010830558","display_name":"Gang Tan","orcid":"https://orcid.org/0000-0001-6109-6091"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gang Tan","raw_affiliation_strings":["Penn State, State College, Pennsylvania, USA"],"raw_orcid":"https://orcid.org/0000-0001-6109-6091","affiliations":[{"raw_affiliation_string":"Penn State, State College, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020302140","display_name":"Ashutosh Trivedi","orcid":"https://orcid.org/0000-0001-9346-0126"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashutosh Trivedi","raw_affiliation_strings":["University of Colorado Boulder, Boulder, Colorado, USA"],"raw_orcid":"https://orcid.org/0000-0001-9346-0126","affiliations":[{"raw_affiliation_string":"University of Colorado Boulder, Boulder, Colorado, USA","institution_ids":["https://openalex.org/I188538660"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076300752","display_name":"Saeid Tizpaz-Niari","orcid":"https://orcid.org/0000-0002-1375-3154"},"institutions":[{"id":"https://openalex.org/I164936912","display_name":"The University of Texas at El Paso","ror":"https://ror.org/04d5vba33","country_code":"US","type":"education","lineage":["https://openalex.org/I164936912"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saeid Tizpaz-Niari","raw_affiliation_strings":["University of Texas at El Paso, El Paso, Texas, USA"],"raw_orcid":"https://orcid.org/0000-0002-1375-3154","affiliations":[{"raw_affiliation_string":"University of Texas at El Paso, El Paso, Texas, USA","institution_ids":["https://openalex.org/I164936912"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3615,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83411961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"402","last_page":"403"},"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":0.973800003528595,"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":0.9645000100135803,"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/hyperparameter","display_name":"Hyperparameter","score":0.7287445068359375},{"id":"https://openalex.org/keywords/fuzz-testing","display_name":"Fuzz testing","score":0.724862813949585},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.6924864053726196},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6226668357849121},{"id":"https://openalex.org/keywords/economic-justice","display_name":"Economic Justice","score":0.5597888231277466},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5285034775733948},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.49177291989326477},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.45256948471069336},{"id":"https://openalex.org/keywords/best-practice","display_name":"Best practice","score":0.44383394718170166},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4372890889644623},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.41767874360084534},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.41707995533943176},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3789435625076294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3411581516265869},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.19116732478141785},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.18212434649467468},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.12881991267204285}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7287445068359375},{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.724862813949585},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.6924864053726196},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6226668357849121},{"id":"https://openalex.org/C139621336","wikidata":"https://www.wikidata.org/wiki/Q3190382","display_name":"Economic Justice","level":2,"score":0.5597888231277466},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5285034775733948},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.49177291989326477},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.45256948471069336},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.44383394718170166},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4372890889644623},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41767874360084534},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.41707995533943176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3789435625076294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3411581516265869},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.19116732478141785},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.18212434649467468},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.12881991267204285},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"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/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3639478.3643530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643530","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3639478.3643530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643530","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1975804409","display_name":null,"funder_award_id":"CNS-2230061","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7978759226","display_name":null,"funder_award_id":"CNS-2230060","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4398239189.pdf"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W3166104887","https://openalex.org/W3166873126","https://openalex.org/W3194157648","https://openalex.org/W4220659214","https://openalex.org/W4384111993","https://openalex.org/W4384304645","https://openalex.org/W6744110554","https://openalex.org/W7047692052"],"related_works":["https://openalex.org/W2511770387","https://openalex.org/W3120811337","https://openalex.org/W3203597304","https://openalex.org/W4385301282","https://openalex.org/W2990186179","https://openalex.org/W4248424560","https://openalex.org/W3023977444","https://openalex.org/W4210660460","https://openalex.org/W4288084466","https://openalex.org/W3119380829"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"(ML)":[2],"is":[3,76],"increasingly":[4],"used":[5],"in":[6],"high-stakes":[7],"areas":[8],"like":[9],"autonomous":[10],"driving,":[11],"finance,":[12],"and":[13,36,58,61,73],"criminal":[14],"justice.":[15],"However,":[16,64],"it":[17],"often":[18],"unintentionally":[19],"perpetuates":[20],"biases":[21],"against":[22],"marginalized":[23],"groups.":[24],"To":[25],"address":[26],"this,":[27],"the":[28,54,65],"software":[29],"engineering":[30],"community":[31],"has":[32],"developed":[33],"fairness":[34],"testing":[35],"debugging":[37],"methods,":[38],"establishing":[39],"best":[40],"practices":[41,47,69],"for":[42],"fair":[43],"ML":[44],"software.":[45],"These":[46],"focus":[48],"on":[49],"training":[50],"model":[51],"design,":[52],"including":[53],"selection":[55],"of":[56,67],"sensitive":[57],"non-sensitive":[59],"attributes":[60],"hyperparameter":[62],"configuration.":[63],"application":[66],"these":[68],"across":[70],"different":[71],"socio-economic":[72],"cultural":[74],"contexts":[75],"challenging,":[77],"as":[78],"societal":[79],"constraints":[80],"vary.":[81]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
