{"id":"https://openalex.org/W7134182532","doi":"https://doi.org/10.1109/bigdata66926.2025.11401679","title":"Automated Structural Testing of LLM-Based Agents: Methods, Framework, and Case Studies","display_name":"Automated Structural Testing of LLM-Based Agents: Methods, Framework, and Case Studies","publication_year":2025,"publication_date":"2025-12-08","ids":{"openalex":"https://openalex.org/W7134182532","doi":"https://doi.org/10.1109/bigdata66926.2025.11401679"},"language":null,"primary_location":{"id":"doi:10.1109/bigdata66926.2025.11401679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata66926.2025.11401679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data (BigData)","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":null,"display_name":"Jens Kohl","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jens Kohl","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Otto Kruse","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Otto Kruse","raw_affiliation_strings":["Amazon Web Services"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Youssef Mostafa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Youssef Mostafa","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Andre Luckow","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andre Luckow","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Karsten Schroer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karsten Schroer","raw_affiliation_strings":["Amazon Web Services"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Thomas Riedl","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomas Riedl","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ryan French","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ryan French","raw_affiliation_strings":["Amazon Web Services"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"David Katz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Katz","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Manuel P. Luitz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel P. Luitz","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Tanrajbir Takher","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tanrajbir Takher","raw_affiliation_strings":["Amazon Web Services"],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ken E. Friedl","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ken E. Friedl","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"C\u00e9line Laurent-Winter","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"C\u00e9line Laurent-Winter","raw_affiliation_strings":["BMW Group,Munich,Germany"],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88712777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1847","last_page":"1856"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.17229999601840973,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.17229999601840973,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.0892999991774559,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.05869999900460243,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/automation","display_name":"Automation","score":0.3736000061035156},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.2660999894142151},{"id":"https://openalex.org/keywords/system-testing","display_name":"System testing","score":0.23119999468326569},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.22550000250339508},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.2249000072479248}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5054000020027161},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.3736000061035156},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24869999289512634},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24740000069141388},{"id":"https://openalex.org/C7166840","wikidata":"https://www.wikidata.org/wiki/Q1199682","display_name":"System testing","level":2,"score":0.23119999468326569},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.22949999570846558},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.22550000250339508},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2249000072479248},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2206999957561493}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata66926.2025.11401679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata66926.2025.11401679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data (BigData)","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":34,"referenced_works":["https://openalex.org/W1964416677","https://openalex.org/W1973673901","https://openalex.org/W2006874588","https://openalex.org/W2023414777","https://openalex.org/W2030543707","https://openalex.org/W2042851811","https://openalex.org/W2047544452","https://openalex.org/W2102716483","https://openalex.org/W2113302524","https://openalex.org/W2118604270","https://openalex.org/W2123552227","https://openalex.org/W2124209077","https://openalex.org/W2219831900","https://openalex.org/W2320059906","https://openalex.org/W2600262828","https://openalex.org/W3016939974","https://openalex.org/W3045208818","https://openalex.org/W3133702157","https://openalex.org/W3139053720","https://openalex.org/W4298110250","https://openalex.org/W4306885037","https://openalex.org/W4309674289","https://openalex.org/W4312802470","https://openalex.org/W4382358537","https://openalex.org/W4391136507","https://openalex.org/W4392414346","https://openalex.org/W4393065402","https://openalex.org/W4402683786","https://openalex.org/W4406237218","https://openalex.org/W4406800520","https://openalex.org/W4411403346","https://openalex.org/W4411464971","https://openalex.org/W4413328432","https://openalex.org/W7133239970"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2026-02-02T00:00:00"}
