{"id":"https://openalex.org/W4412514823","doi":"https://doi.org/10.1007/978-3-031-98679-6_18","title":"ModelVerification.jl: A\u00a0Comprehensive Toolbox for\u00a0Formally Verifying Deep Neural Networks","display_name":"ModelVerification.jl: A\u00a0Comprehensive Toolbox for\u00a0Formally Verifying Deep Neural Networks","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412514823","doi":"https://doi.org/10.1007/978-3-031-98679-6_18"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-98679-6_18","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98679-6_18","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98679-6_18.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98679-6_18.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081793768","display_name":"Tianhao Wei","orcid":"https://orcid.org/0000-0003-2505-4585"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tianhao Wei","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039258932","display_name":"Hanjiang Hu","orcid":"https://orcid.org/0000-0002-5698-5887"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hanjiang Hu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005034849","display_name":"Luca Marzari","orcid":"https://orcid.org/0000-0002-0069-0182"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Luca Marzari","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA","University of Verona, Verona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"University of Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111068867","display_name":"Kai S. Yun","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kai S. Yun","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102687891","display_name":"Peizhi Niu","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peizhi Niu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009405571","display_name":"Xusheng Luo","orcid":"https://orcid.org/0000-0003-4342-7234"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xusheng Luo","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040156274","display_name":"Changliu Liu","orcid":"https://orcid.org/0000-0002-3767-5517"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Changliu Liu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5081793768"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":12.0256,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.98558254,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"395","last_page":"408"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9926999807357788,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/toolbox","display_name":"Toolbox","score":0.923228919506073},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8764753937721252},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.530673086643219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4351941645145416},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.42112818360328674},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3602672517299652},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3407308757305145}],"concepts":[{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.923228919506073},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8764753937721252},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.530673086643219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4351941645145416},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.42112818360328674},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3602672517299652},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3407308757305145}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-98679-6_18","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98679-6_18","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98679-6_18.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-98679-6_18","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-98679-6_18","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-98679-6_18.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324120","display_name":"Universit\u00e0 degli Studi di Verona","ror":"https://ror.org/039bp8j42"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412514823.pdf","grobid_xml":"https://content.openalex.org/works/W4412514823.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2119112357","https://openalex.org/W2120575449","https://openalex.org/W2194775991","https://openalex.org/W2475287302","https://openalex.org/W2594877703","https://openalex.org/W2791251367","https://openalex.org/W2794609696","https://openalex.org/W2799108379","https://openalex.org/W2957311447","https://openalex.org/W2963428623","https://openalex.org/W2998574230","https://openalex.org/W3011964880","https://openalex.org/W3046662910","https://openalex.org/W3047160808","https://openalex.org/W3090972680","https://openalex.org/W3091798065","https://openalex.org/W3093796394","https://openalex.org/W3103956714","https://openalex.org/W3106795520","https://openalex.org/W3118608800","https://openalex.org/W3126384422","https://openalex.org/W3135693135","https://openalex.org/W4205950066","https://openalex.org/W4226429284","https://openalex.org/W4283802686","https://openalex.org/W4290087487","https://openalex.org/W4291238833","https://openalex.org/W4293399525","https://openalex.org/W4293399548","https://openalex.org/W4366723927","https://openalex.org/W4381571085","https://openalex.org/W4384573554","https://openalex.org/W4385767377","https://openalex.org/W4393146543","https://openalex.org/W6600135713","https://openalex.org/W6600385478","https://openalex.org/W6633963571"],"related_works":["https://openalex.org/W4205140848","https://openalex.org/W2068663075","https://openalex.org/W2978678743","https://openalex.org/W2797837731","https://openalex.org/W4393677513","https://openalex.org/W4390832911","https://openalex.org/W829257147","https://openalex.org/W4385302116","https://openalex.org/W2150344375","https://openalex.org/W1970242467"],"abstract_inverted_index":{"Abstract":[0],"Deep":[1],"Neural":[2],"Networks":[3],"(DNN)":[4],"are":[5],"crucial":[6],"in":[7],"approximating":[8],"nonlinear":[9],"functions":[10],"across":[11],"diverse":[12],"applications,":[13],"ranging":[14],"from":[15],"image":[16],"classification":[17],"to":[18,31,85],"control.":[19],"Verifying":[20],"specific":[21],"input-output":[22,49,78],"properties":[23],"can":[24],"be":[25],"a":[26,35,41,66],"highly":[27],"challenging":[28],"task":[29],"due":[30],"the":[32,59,99],"lack":[33],"of":[34,44,68,75,101],"single,":[36],"self-contained":[37],"framework":[38],"that":[39,64],"allows":[40],"complete":[42],"range":[43],"various":[45],"model":[46],"architecture":[47],"and":[48,77,88,97],"properties.":[50],"To":[51],"this":[52],"end,":[53],"we":[54],"present":[55],"(":[56],"https://github.com/intelligent-control-lab/ModelVerification.jl":[57],"),":[58],"first":[60],"comprehensive,":[61],"cutting-edge":[62],"toolbox":[63,82],"contains":[65],"suite":[67],"state-of-the-art":[69],"methods":[70],"for":[71,95],"verifying":[72,96],"different":[73],"types":[74],"DNNs":[76],"specifications.":[79],"This":[80],"versatile":[81],"is":[83],"designed":[84],"empower":[86],"developers":[87],"machine":[89],"learning":[90],"practitioners":[91],"with":[92],"robust":[93],"tools":[94],"ensuring":[98],"trustworthiness":[100],"their":[102],"DNN":[103],"models.":[104]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
