{"id":"https://openalex.org/W4400939083","doi":"https://doi.org/10.1007/978-3-031-65630-9_14","title":"Monitizer: Automating Design and\u00a0Evaluation of\u00a0Neural Network Monitors","display_name":"Monitizer: Automating Design and\u00a0Evaluation of\u00a0Neural Network Monitors","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400939083","doi":"https://doi.org/10.1007/978-3-031-65630-9_14"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-65630-9_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-65630-9_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-65630-9_14.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/10.1007/978-3-031-65630-9_14.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008450911","display_name":"Muqsit Azeem","orcid":"https://orcid.org/0000-0003-4532-8344"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Muqsit Azeem","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4532-8344","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098717166","display_name":"Marta Grobelna","orcid":"https://orcid.org/0009-0003-3314-3358"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marta Grobelna","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0009-0003-3314-3358","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084350487","display_name":"Sudeep Kanav","orcid":"https://orcid.org/0000-0001-6078-4175"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Sudeep Kanav","raw_affiliation_strings":["Masaryk University, Brno, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-6078-4175","affiliations":[{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074485601","display_name":"Jan K\u0159et\u00ednsk\u00fd","orcid":"https://orcid.org/0000-0002-8122-2881"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["CZ","DE"],"is_corresponding":false,"raw_author_name":"Jan K\u0159et\u00ednsk\u00fd","raw_affiliation_strings":["Masaryk University, Brno, Czech Republic","Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8122-2881","affiliations":[{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000857750","display_name":"Stefanie Mohr","orcid":"https://orcid.org/0000-0002-8630-3218"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefanie Mohr","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8630-3218","affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075972239","display_name":"Sabine Rieder","orcid":"https://orcid.org/0009-0006-6397-3100"},"institutions":[{"id":"https://openalex.org/I1322300227","display_name":"Audi (Germany)","ror":"https://ror.org/02aykj333","country_code":"DE","type":"company","lineage":["https://openalex.org/I1322300227"]},{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["CZ","DE"],"is_corresponding":false,"raw_author_name":"Sabine Rieder","raw_affiliation_strings":["Audi AG, Ingolstadt, Germany","Masaryk University, Brno, Czech Republic","Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0009-0006-6397-3100","affiliations":[{"raw_affiliation_string":"Audi AG, Ingolstadt, Germany","institution_ids":["https://openalex.org/I1322300227"]},{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008450911"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.7063,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6884683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"265","last_page":"279"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987000226974487,"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":0.9968000054359436,"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/computer-science","display_name":"Computer science","score":0.8765456676483154},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6612645983695984},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3383072018623352},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3382177948951721}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8765456676483154},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6612645983695984},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3383072018623352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3382177948951721}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-65630-9_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-65630-9_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-65630-9_14.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:10.1007/978-3-031-65630-9_14","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-65630-9_14","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-65630-9_14.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":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7200000286102295}],"awards":[{"id":"https://openalex.org/G1633333669","display_name":null,"funder_award_id":"427755713","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320326548","display_name":"Masarykova Univerzita","ror":"https://ror.org/02j46qs45"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400939083.pdf","grobid_xml":"https://content.openalex.org/works/W4400939083.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2002427601","https://openalex.org/W2047643928","https://openalex.org/W2117539524","https://openalex.org/W2902986194","https://openalex.org/W2919275752","https://openalex.org/W2957311447","https://openalex.org/W2963668975","https://openalex.org/W2963944506","https://openalex.org/W2990866385","https://openalex.org/W3034230713","https://openalex.org/W3090972680","https://openalex.org/W3106636111","https://openalex.org/W3113089224","https://openalex.org/W3118608800","https://openalex.org/W3120841571","https://openalex.org/W3171163219","https://openalex.org/W3190946860","https://openalex.org/W3199390827","https://openalex.org/W3199830576","https://openalex.org/W3202814911","https://openalex.org/W3204351398","https://openalex.org/W4206840646","https://openalex.org/W4290087446","https://openalex.org/W4292794007","https://openalex.org/W4306313214","https://openalex.org/W4312091425","https://openalex.org/W4312284582","https://openalex.org/W4312776478","https://openalex.org/W4323026694","https://openalex.org/W4380994478","https://openalex.org/W4386075790","https://openalex.org/W4386113255","https://openalex.org/W6816955024","https://openalex.org/W6930286220"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"behavior":[2],"of":[3,11,49,90,102,110,113,125,143,156,159],"neural":[4],"networks":[5],"(NNs)":[6],"on":[7,152,164],"previously":[8],"unseen":[9],"types":[10,112,158],"data":[12],"(out-of-distribution":[13],"or":[14],"OOD)":[15],"is":[16,27,41,43],"typically":[17],"unpredictable.":[18],"This":[19],"can":[20],"be":[21],"dangerous":[22],"if":[23],"the":[24,46,50,116,126,141,149],"network\u2019s":[25],"output":[26],"used":[28],"for":[29,45,65,77,98,107],"decision":[30],"making":[31,60],"in":[32],"a":[33,78,96,119,165],"safety-critical":[34],"system.":[35],"Hence,":[36],"detecting":[37],"that":[38],"an":[39],"input":[40,121],"OOD":[42],"crucial":[44],"safe":[47],"application":[48,109],"NN.":[51],"Verification":[52],"approaches":[53,170],"do":[54],"not":[55],"scale":[56],"to":[57,118,135],"practical":[58,66],"NNs,":[59],"runtime":[61],"monitoring":[62,145],"more":[63],"appealing":[64],"use.":[67],"While":[68],"various":[69,111],"monitors":[70,114],"have":[71],"been":[72],"suggested":[73],"recently,":[74],"their":[75],"optimization":[76,124],"given":[79,120],"problem,":[80],"as":[81,83,161,163],"well":[82,162],"comparison":[84,134],"with":[85],"each":[86],"other":[87,136],"and":[88,100,129,133],"reproduction":[89],"results,":[91],"remain":[92],"challenging.":[93],"We":[94,147],"present":[95],"tool":[97],"users":[99,160],"developers":[101],"NN":[103],"monitors.":[104],"It":[105],"allows":[106],"(i)":[108],"from":[115,171],"literature":[117],"NN,":[122],"(ii)":[123],"monitor\u2019s":[127],"hyperparameters,":[128],"(iii)":[130],"experimental":[131],"evaluation":[132],"approaches.":[137,146],"Besides,":[138],"it":[139],"facilitates":[140],"development":[142],"new":[144],"demonstrate":[148],"tool\u2019s":[150],"usability":[151],"several":[153],"use":[154],"cases":[155],"different":[157,169],"case":[166],"study":[167],"comparing":[168],"recent":[172],"literature.":[173]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
