{"id":"https://openalex.org/W3040819870","doi":"https://doi.org/10.24963/ijcai.2020/759","title":"Certifai: A Toolkit for Building Trust in AI Systems","display_name":"Certifai: A Toolkit for Building Trust in AI Systems","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3040819870","doi":"https://doi.org/10.24963/ijcai.2020/759","mag":"3040819870"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2020/759","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2020/759","pdf_url":"https://www.ijcai.org/proceedings/2020/0759.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2020/0759.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058220738","display_name":"Jette Henderson","orcid":"https://orcid.org/0000-0003-3562-6540"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jette Henderson","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101916117","display_name":"Shubham Sharma","orcid":"https://orcid.org/0000-0003-3685-8706"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shubham Sharma","raw_affiliation_strings":["The University of Texas at Austin","the University of Texas at, Austin"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"the University of Texas at, Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045494697","display_name":"Alan H. Gee","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alan Gee","raw_affiliation_strings":["The University of Texas at Austin","the University of Texas at, Austin"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"the University of Texas at, Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014020793","display_name":"Valeri Alexiev","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Valeri Alexiev","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048656431","display_name":"Stephen Draper","orcid":"https://orcid.org/0000-0002-9564-9317"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Steve Draper","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101923478","display_name":"Carlos Montenegro","orcid":"https://orcid.org/0000-0002-3608-7158"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlos Marin","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013466717","display_name":"Yessel Hinojosa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yessel Hinojosa","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111247981","display_name":"Christine Draper","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christine Draper","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000161337","display_name":"Michael Perng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Perng","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020479409","display_name":"Lu\u00eds A. Aguirre","orcid":"https://orcid.org/0000-0002-2746-5102"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luis Aguirre","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724521","display_name":"Michael Li","orcid":"https://orcid.org/0000-0002-6019-1035"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Li","raw_affiliation_strings":["The University of Texas at Austin","the University of Texas at, Austin"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"the University of Texas at, Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026864614","display_name":"Sara Rouhani","orcid":"https://orcid.org/0000-0002-7585-7805"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sara Rouhani","raw_affiliation_strings":["The University of Texas at Dallas"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Dallas","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020613051","display_name":"Shorya Consul","orcid":"https://orcid.org/0000-0001-9137-8989"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shorya Consul","raw_affiliation_strings":["UT Austin","UT-Austin"],"affiliations":[{"raw_affiliation_string":"UT Austin","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"UT-Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022664868","display_name":"Susan Michalski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Susan Michalski","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060387394","display_name":"Akarsh Prasad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akarsh Prasad","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044566867","display_name":"Mayank Chutani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mayank Chutani","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040828430","display_name":"Aditya Kumar","orcid":"https://orcid.org/0009-0005-6532-0624"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aditya Kumar","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103807310","display_name":"Shahzad Alam","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shahzad Alam","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088628871","display_name":"Prajna Kandarpa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prajna Kandarpa","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016223168","display_name":"Binnu Jesudasan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Binnu Jesudasan","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044691293","display_name":"Colton Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Colton Lee","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009807580","display_name":"Michael E. Criscolo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Criscolo","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090272445","display_name":"Sinead A. Williamson","orcid":"https://orcid.org/0000-0002-0572-0045"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sinead Williamson","raw_affiliation_strings":["CognitiveScale","The University of Texas at Austin"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]},{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049312630","display_name":"M. L. S\u00e1nchez","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matt Sanchez","raw_affiliation_strings":["CognitiveScale"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103071668","display_name":"Joydeep Ghosh","orcid":"https://orcid.org/0000-0002-7366-3548"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joydeep Ghosh","raw_affiliation_strings":["CognitiveScale","The University of Texas at Austin"],"affiliations":[{"raw_affiliation_string":"CognitiveScale","institution_ids":[]},{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":25,"corresponding_author_ids":["https://openalex.org/A5058220738"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1326,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.53228419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"5249","last_page":"5251"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9995999932289124,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9995999932289124,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9990000128746033,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9668999910354614,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.788757860660553},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6831538677215576},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.6486815214157104},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5522836446762085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44496631622314453},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43390369415283203},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3836805522441864},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37652283906936646}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.788757860660553},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6831538677215576},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.6486815214157104},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5522836446762085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44496631622314453},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43390369415283203},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3836805522441864},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37652283906936646},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2020/759","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2020/759","pdf_url":"https://www.ijcai.org/proceedings/2020/0759.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2020/759","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2020/759","pdf_url":"https://www.ijcai.org/proceedings/2020/0759.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3040819870.pdf","grobid_xml":"https://content.openalex.org/works/W3040819870.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W171045336","https://openalex.org/W2891340972","https://openalex.org/W2909392392","https://openalex.org/W2945295328","https://openalex.org/W2963125461","https://openalex.org/W3104997604"],"related_works":["https://openalex.org/W3201448254","https://openalex.org/W2905433371","https://openalex.org/W4286970243","https://openalex.org/W2888392564","https://openalex.org/W2964449086","https://openalex.org/W2809283485","https://openalex.org/W4293768783","https://openalex.org/W4288347394","https://openalex.org/W1986582023","https://openalex.org/W2966829450"],"abstract_inverted_index":{"As":[0],"more":[1],"companies":[2],"and":[3,6,21,56,87,96,143,165,179,187,202],"governments":[4],"build":[5,203],"use":[7],"machine":[8],"learning":[9],"models":[10,82],"to":[11,19,41,71,80,93,115,135,147],"automate":[12],"decisions,":[13],"there":[14],"is":[15,47],"an":[16,98,192],"ever-growing":[17],"need":[18],"monitor":[20],"evaluate":[22],"these":[23,84,132,196],"models'":[24],"behavior":[25],"once":[26],"they":[27],"are":[28,110,182],"deployed.":[29],"Our":[30],"team":[31],"at":[32],"CognitiveScale":[33],"has":[34],"developed":[35],"a":[36,48,148,168,214,218],"toolkit":[37],"called":[38],"Cortex":[39,45,76,104,160,221],"Certifai":[40,46,77,105,161],"answer":[42],"this":[43,210],"need.":[44],"framework":[49],"that":[50],"assesses":[51],"aspects":[52,138],"of":[53,58,123,131,139,150,217,220],"robustness,":[54],"fairness,":[55],"interpretability":[57],"any":[59],"classification":[60],"or":[61,175],"regression":[62],"model":[63,95,124,142,154],"trained":[64],"on":[65,176],"tabular":[66],"data,":[67],"without":[68],"requiring":[69],"access":[70,92],"its":[72,102],"internal":[73],"workings.":[74],"Additionally,":[75],"allows":[78],"users":[79],"compare":[81],"along":[83],"different":[85,137,151],"axes":[86],"only":[88],"requires":[89],"1)":[90],"query":[91],"the":[94,140,177,180],"2)":[97],"\u201cevaluation\u201d":[99],"dataset.":[100],"At":[101],"foundation,":[103],"generates":[106],"counterfactual":[107,133],"explanations,":[108],"which":[109],"synthetic":[111],"data":[112,117],"points":[113,118],"close":[114],"input":[116],"but":[119],"differing":[120],"in":[121,184,191,205],"terms":[122],"prediction.":[125],"The":[126],"tool":[127],"then":[128],"harnesses":[129],"characteristics":[130],"explanations":[134],"analyze":[136],"supplied":[141],"delivers":[144],"evaluations":[145],"relevant":[146],"variety":[149],"stakeholders":[152,198],"(e.g.,":[153],"developers,":[155],"risk":[156],"analysts,":[157],"compliance":[158],"officers).":[159],"can":[162,188,199],"be":[163,189],"configured":[164],"executed":[166],"using":[167],"command-line":[169],"interface":[170],"(CLI),":[171],"within":[172],"jupyter":[173],"notebooks,":[174],"cloud,":[178],"results":[181],"recorded":[183],"JSON":[185],"files":[186],"visualized":[190],"interactive":[193],"console.":[194],"Using":[195],"reports,":[197],"understand,":[200],"monitor,":[201],"trust":[204],"their":[206],"AI":[207],"systems.":[208],"In":[209],"paper,":[211],"we":[212],"provide":[213],"brief":[215],"overview":[216],"demonstration":[219],"Certifai's":[222],"capabilities.":[223]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
