{"id":"https://openalex.org/W4391611168","doi":"https://doi.org/10.1002/aisy.202300658","title":"MA\u2010CAT: Misclassification\u2010Aware Contrastive Adversarial Training","display_name":"MA\u2010CAT: Misclassification\u2010Aware Contrastive Adversarial Training","publication_year":2024,"publication_date":"2024-02-05","ids":{"openalex":"https://openalex.org/W4391611168","doi":"https://doi.org/10.1002/aisy.202300658"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202300658","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300658","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300658","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300658","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004142996","display_name":"Hongxin Zhi","orcid":"https://orcid.org/0009-0008-5235-7243"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]},{"id":"https://openalex.org/I4210159156","display_name":"System Equipment (China)","ror":"https://ror.org/04m2bcn74","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210159156"]},{"id":"https://openalex.org/I918919364","display_name":"Switch","ror":"https://ror.org/02yw51758","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I918919364"]}],"countries":["CH","CN"],"is_corresponding":true,"raw_author_name":"Hongxin Zhi","raw_affiliation_strings":["Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China","National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I169689159"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I918919364"]},{"raw_affiliation_string":"Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I169689159"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I4210159156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040501978","display_name":"Hongtao Yu","orcid":"https://orcid.org/0000-0002-8836-337X"},"institutions":[{"id":"https://openalex.org/I4210159156","display_name":"System Equipment (China)","ror":"https://ror.org/04m2bcn74","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210159156"]},{"id":"https://openalex.org/I918919364","display_name":"Switch","ror":"https://ror.org/02yw51758","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I918919364"]}],"countries":["CH","CN"],"is_corresponding":true,"raw_author_name":"Hongtao Yu","raw_affiliation_strings":["National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China"],"affiliations":[{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I918919364"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I4210159156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002173873","display_name":"Shaomei Li","orcid":"https://orcid.org/0000-0002-8010-1850"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]},{"id":"https://openalex.org/I4210159156","display_name":"System Equipment (China)","ror":"https://ror.org/04m2bcn74","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210159156"]},{"id":"https://openalex.org/I918919364","display_name":"Switch","ror":"https://ror.org/02yw51758","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I918919364"]}],"countries":["CH","CN"],"is_corresponding":false,"raw_author_name":"Shaomei Li","raw_affiliation_strings":["Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China","Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I169689159"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I918919364"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I4210159156"]},{"raw_affiliation_string":"Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050386496","display_name":"Ruiyang Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]},{"id":"https://openalex.org/I4210159156","display_name":"System Equipment (China)","ror":"https://ror.org/04m2bcn74","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210159156"]},{"id":"https://openalex.org/I918919364","display_name":"Switch","ror":"https://ror.org/02yw51758","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I918919364"]}],"countries":["CH","CN"],"is_corresponding":false,"raw_author_name":"Ruiyang Huang","raw_affiliation_strings":["Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China","National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Technology PLA Strategic Support Force Information Engineering University  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I169689159"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center  Zhengzhou 450000 China","institution_ids":["https://openalex.org/I918919364"]},{"raw_affiliation_string":"Institute of Information Technology, PLA Strategic Support Force Information Engineering University, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I169689159"]},{"raw_affiliation_string":"National Digital Switching System Engineering Technology Research Center, Zhengzhou, 450000 China","institution_ids":["https://openalex.org/I4210159156"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004142996","https://openalex.org/A5040501978"],"corresponding_institution_ids":["https://openalex.org/I169689159","https://openalex.org/I4210159156","https://openalex.org/I918919364"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":0.6982,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.72396558,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"6","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":1.0,"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":1.0,"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":0.9190000295639038,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9126999974250793,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/adversarial-system","display_name":"Adversarial system","score":0.9043141603469849},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7338986992835999},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6680248975753784},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5669865012168884},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5236982107162476},{"id":"https://openalex.org/keywords/decision-boundary","display_name":"Decision boundary","score":0.4984745979309082},{"id":"https://openalex.org/keywords/logit","display_name":"Logit","score":0.4755553603172302},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.46270182728767395},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4549332559108734},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.441432923078537},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.2560478746891022},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13095077872276306}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9043141603469849},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7338986992835999},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6680248975753784},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5669865012168884},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5236982107162476},{"id":"https://openalex.org/C42023084","wikidata":"https://www.wikidata.org/wiki/Q5249231","display_name":"Decision boundary","level":3,"score":0.4984745979309082},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.4755553603172302},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.46270182728767395},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4549332559108734},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.441432923078537},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.2560478746891022},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13095077872276306},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202300658","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300658","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300658","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:34294be038aa4bdda93778626eadcbff","is_oa":true,"landing_page_url":"https://doaj.org/article/34294be038aa4bdda93778626eadcbff","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 6, Iss 5, Pp n/a-n/a (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202300658","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202300658","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202300658","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391611168.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W9657784","https://openalex.org/W2302255633","https://openalex.org/W2798991696","https://openalex.org/W2930249865","https://openalex.org/W2962061624","https://openalex.org/W2963564844","https://openalex.org/W2963857521","https://openalex.org/W2964082701","https://openalex.org/W3103836116","https://openalex.org/W3107235539","https://openalex.org/W3175593095","https://openalex.org/W3205809313","https://openalex.org/W4300992072","https://openalex.org/W4386076236","https://openalex.org/W4386083049"],"related_works":["https://openalex.org/W2950183588","https://openalex.org/W3080754722","https://openalex.org/W3093978547","https://openalex.org/W2953536436","https://openalex.org/W3203790781","https://openalex.org/W4313346231","https://openalex.org/W4289744111","https://openalex.org/W2738001131","https://openalex.org/W4285785480","https://openalex.org/W2997056298"],"abstract_inverted_index":{"Vulnerability":[0],"to":[1,8,49,82],"adversarial":[2,43,110,121],"examples":[3,85],"poses":[4],"a":[5,56],"significant":[6],"challenge":[7],"the":[9,35,68,87,91,96,105,118,136],"secure":[10],"application":[11],"of":[12,70,98,109,120],"deep":[13],"neural":[14],"networks.":[15],"Adversarial":[16,64],"training":[17,111,122],"and":[18,139,152],"its":[19],"variants":[20],"have":[21],"shown":[22],"great":[23],"potential":[24],"in":[25,40,90],"addressing":[26],"this":[27,54],"problem.":[28],"However,":[29],"such":[30],"approaches,":[31],"which":[32],"directly":[33],"optimize":[34],"decision":[36,44],"boundary,":[37],"often":[38],"result":[39],"overly":[41],"complex":[42],"boundaries":[45],"that":[46,143],"are":[47],"detrimental":[48],"generalization.":[50],"To":[51],"deal":[52],"with":[53,156],"issue,":[55],"novel":[57],"plug\u2010and\u2010play":[58],"method":[59],"known":[60],"as":[61],"Misclassification\u2010Aware":[62],"Contrastive":[63],"Training":[65],"(MA\u2010CAT)":[66],"from":[67],"perspective":[69],"data":[71],"distribution":[72],"optimization":[73],"is":[74],"proposed.":[75],"MA\u2010CAT":[76,115,144],"leverages":[77],"supervised":[78],"decoupled":[79],"contrastive":[80],"learning":[81],"cluster":[83],"nature":[84],"within":[86],"same":[88],"class":[89],"logit":[92],"space,":[93],"indirectly":[94],"increasing":[95],"margins":[97],"examples.":[99],"Moreover,":[100],"by":[101],"taking":[102],"into":[103,149],"account":[104],"varying":[106],"difficulty":[107],"levels":[108],"for":[112,123],"different":[113],"examples,":[114],"adaptively":[116],"customizes":[117],"strength":[119],"each":[124],"example":[125],"using":[126],"an":[127],"instance\u2010wise":[128],"misclassification\u2010aware":[129],"adaptive":[130],"temperature":[131],"coefficient.":[132],"Extensive":[133],"experiments":[134],"on":[135],"CIFAR\u201010,":[137],"CIFAR\u2010100,":[138],"SVHN":[140],"datasets":[141],"demonstrate":[142],"can":[145],"be":[146],"easily":[147],"integrated":[148],"existing":[150],"models":[151],"significantly":[153],"improves":[154],"robustness":[155],"minimal":[157],"computational":[158],"cost.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
