{"id":"https://openalex.org/W4401078601","doi":"https://doi.org/10.1145/3643691.3648584","title":"Towards Trustworthy AI Engineering - A Case Study on integrating an AI audit catalog into MLOps processes","display_name":"Towards Trustworthy AI Engineering - A Case Study on integrating an AI audit catalog into MLOps processes","publication_year":2024,"publication_date":"2024-04-16","ids":{"openalex":"https://openalex.org/W4401078601","doi":"https://doi.org/10.1145/3643691.3648584"},"language":"en","primary_location":{"id":"doi:10.1145/3643691.3648584","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3643691.3648584","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Workshop on Responsible AI Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3643691.3648584","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106205412","display_name":"Lennard Helmer","orcid":"https://orcid.org/0009-0009-2411-4540"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lennard Helmer","raw_affiliation_strings":["Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0009-0009-2411-4540","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041826885","display_name":"Claudio Martens","orcid":"https://orcid.org/0009-0003-1913-4519"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Claudio Martens","raw_affiliation_strings":["Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0009-0003-1913-4519","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009621124","display_name":"Dennis Wegener","orcid":"https://orcid.org/0009-0009-8678-2093"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dennis Wegener","raw_affiliation_strings":["Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0009-0009-8678-2093","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102918651","display_name":"Maram Akila","orcid":"https://orcid.org/0000-0003-0903-1439"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maram Akila","raw_affiliation_strings":["Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0903-1439","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035707838","display_name":"Daniel S. Becker","orcid":"https://orcid.org/0009-0006-3247-9222"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Becker","raw_affiliation_strings":["Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0009-0006-3247-9222","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Intelligent Analysis and Information Systems, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009544878","display_name":"Sermad Abbas","orcid":"https://orcid.org/0000-0001-9162-9792"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sermad Abbas","raw_affiliation_strings":["Indepenent, Sankt Augustin, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9162-9792","affiliations":[{"raw_affiliation_string":"Indepenent, Sankt Augustin, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5106205412"],"corresponding_institution_ids":["https://openalex.org/I4210144576"],"apc_list":null,"apc_paid":null,"fwci":2.4936,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.90547373,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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":0.9940999746322632,"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":0.9940999746322632,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9883000254631042,"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":0.9836999773979187,"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/trustworthiness","display_name":"Trustworthiness","score":0.8223873376846313},{"id":"https://openalex.org/keywords/audit","display_name":"Audit","score":0.6704093813896179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.625296413898468},{"id":"https://openalex.org/keywords/audit-trail","display_name":"Audit trail","score":0.4626655578613281},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38460761308670044},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.33235591650009155},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.32230955362319946},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.20972296595573425},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.11347582936286926},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.09236186742782593}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.8223873376846313},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.6704093813896179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.625296413898468},{"id":"https://openalex.org/C80958533","wikidata":"https://www.wikidata.org/wiki/Q1047174","display_name":"Audit trail","level":3,"score":0.4626655578613281},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38460761308670044},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33235591650009155},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32230955362319946},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.20972296595573425},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.11347582936286926},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09236186742782593}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3643691.3648584","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3643691.3648584","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Workshop on Responsible AI Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/472283","is_oa":true,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/472283","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.1145/3643691.3648584","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3643691.3648584","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Workshop on Responsible AI Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2012834363","https://openalex.org/W2535690855","https://openalex.org/W2953522645","https://openalex.org/W3090117266","https://openalex.org/W3099082554","https://openalex.org/W3158459113","https://openalex.org/W3179343042","https://openalex.org/W3202183072","https://openalex.org/W4205561327","https://openalex.org/W4226199624","https://openalex.org/W4229033625","https://openalex.org/W4244757210","https://openalex.org/W4328028822","https://openalex.org/W4387956680"],"related_works":["https://openalex.org/W2076536433","https://openalex.org/W90316445","https://openalex.org/W4327743613","https://openalex.org/W2404937507","https://openalex.org/W2124184151","https://openalex.org/W2750461430","https://openalex.org/W2487194309","https://openalex.org/W2948428544","https://openalex.org/W2374959091","https://openalex.org/W2079105056"],"abstract_inverted_index":{"In":[0,92],"recent":[1],"years,":[2],"Machine":[3,15],"Learning":[4,16],"Operations":[5],"(MLOps)":[6],"has":[7],"become":[8],"increasingly":[9],"important":[10],"as":[11],"more":[12,14],"and":[13,37,58,79,100,117,130,132],"(ML)":[17],"based":[18],"applications":[19],"are":[20],"brought":[21],"into":[22,54,61,84],"production.":[23],"With":[24],"this":[25,70,93],"widespread,":[26],"attention":[27],"must":[28],"be":[29],"paid":[30],"to":[31],"the":[32,44,50,55,62,81,97,102,112,118],"application's":[33],"trustworthiness.":[34],"Numerous":[35],"methods":[36],"tools":[38],"have":[39],"already":[40],"been":[41],"developed":[42],"in":[43,59,126],"area":[45],"of":[46,52],"trustworthy":[47],"AI.":[48],"However,":[49],"integration":[51],"those":[53],"MLOps":[56,90],"cycle":[57],"particular":[60],"pipeline":[63],"engineering":[64,129],"process":[65,99],"is":[66],"missing.":[67],"To":[68],"address":[69],"open":[71],"problem,":[72],"we":[73,95],"analysed":[74],"an":[75],"AI":[76,128],"audit":[77],"catalog":[78],"translated":[80],"respective":[82],"requirements":[83],"a":[85,106],"healthcare":[86],"IT":[87],"service":[88],"provider's":[89],"process.":[91],"work,":[94],"describe":[96],"translation":[98],"present":[101],"insights":[103],"obtained":[104],"via":[105],"case":[107],"study.":[108],"Our":[109],"work":[110],"highlights":[111],"necessary":[113],"considerations":[114],"for":[115],"professionals":[116],"scientific":[119],"community":[120],"when":[121],"dealing":[122],"with":[123],"similar":[124],"challenges":[125],"Trustworthy":[127],"operations":[131],"provides":[133],"clear":[134],"recommendations.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
