{"id":"https://openalex.org/W4409797108","doi":"https://doi.org/10.1109/iccta64612.2024.10974889","title":"Efficient Detection of Black Box Adversarial Attacks in Machine Learning Systems Using Cluster-Based and Class-Based Input Patterns","display_name":"Efficient Detection of Black Box Adversarial Attacks in Machine Learning Systems Using Cluster-Based and Class-Based Input Patterns","publication_year":2024,"publication_date":"2024-12-14","ids":{"openalex":"https://openalex.org/W4409797108","doi":"https://doi.org/10.1109/iccta64612.2024.10974889"},"language":"en","primary_location":{"id":"doi:10.1109/iccta64612.2024.10974889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccta64612.2024.10974889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 34th International Conference on Computer Theory and Applications (ICCTA)","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":"https://openalex.org/A5103380243","display_name":"R. Ben Salah","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150948","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210150948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Rghda Salah","raw_affiliation_strings":["University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt","institution_ids":["https://openalex.org/I4210150948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117309471","display_name":"Tarek Sharaf","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150948","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210150948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Tarek Sharaf","raw_affiliation_strings":["University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt","institution_ids":["https://openalex.org/I4210150948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117309472","display_name":"Nada Tayel","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150948","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210150948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nada Tayel","raw_affiliation_strings":["University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology, Zewail City,Communication and Information Engineering,Giza,Egypt","institution_ids":["https://openalex.org/I4210150948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022455813","display_name":"Doaa Shawky","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150948","display_name":"Zewail City of Science and Technology","ror":"https://ror.org/04w5f4y88","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210150948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Doaa Shawky","raw_affiliation_strings":["University of Science and Technology, Zewail City,Software Development Program,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology, Zewail City,Software Development Program,Giza,Egypt","institution_ids":["https://openalex.org/I4210150948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210150948"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25212681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"158","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9979000091552734,"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":0.9979000091552734,"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":0.9598000049591064,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9444000124931335,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8029201030731201},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7146402597427368},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6931604743003845},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6576620936393738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5951421856880188},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.5287641286849976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4603642225265503},{"id":"https://openalex.org/keywords/adversarial-machine-learning","display_name":"Adversarial machine learning","score":0.4508306384086609},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10324832797050476}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8029201030731201},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7146402597427368},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6931604743003845},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6576620936393738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5951421856880188},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.5287641286849976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4603642225265503},{"id":"https://openalex.org/C2778403875","wikidata":"https://www.wikidata.org/wiki/Q20312394","display_name":"Adversarial machine learning","level":3,"score":0.4508306384086609},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10324832797050476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccta64612.2024.10974889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccta64612.2024.10974889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 34th International Conference on Computer Theory and Applications (ICCTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W3039305830","https://openalex.org/W3096831136","https://openalex.org/W3127404219","https://openalex.org/W3212435167","https://openalex.org/W4308740425","https://openalex.org/W4391569456","https://openalex.org/W6668990524"],"related_works":["https://openalex.org/W3048732067","https://openalex.org/W4383468834","https://openalex.org/W4283221438","https://openalex.org/W2900159906","https://openalex.org/W4384648009","https://openalex.org/W4287828318","https://openalex.org/W2406556600","https://openalex.org/W4380352238","https://openalex.org/W3126470649","https://openalex.org/W2930249865"],"abstract_inverted_index":{"Adversarial":[0],"attacks":[1],"pose":[2],"a":[3,56,68,133],"significant":[4],"challenge":[5],"to":[6,28,38,63,78,96,172],"the":[7,29,105,111,117,129,159],"security":[8],"and":[9,66,82,100,170],"reliability":[10],"of":[11,75,107,161],"machine":[12],"learning":[13],"models.":[14],"This":[15],"paper":[16],"focuses":[17],"on":[18],"detecting":[19,85,122],"black-box":[20],"adversarial":[21,123],"attacks,":[22],"where":[23,44,152],"attackers":[24],"operate":[25],"without":[26],"access":[27],"model's":[30],"internal":[31],"parameters":[32],"or":[33],"architecture\u2014a":[34],"scenario":[35],"more":[36],"relevant":[37],"real-world":[39],"threats":[40],"than":[41],"white-box":[42],"settings,":[43],"such":[45],"knowledge":[46],"is":[47],"assumed.":[48],"Two":[49],"novel":[50],"detection":[51],"methodologies":[52,141],"are":[53,155],"introduced:":[54],"(1)":[55],"clustering-based":[57,118],"approach":[58],"that":[59,71,116],"groups":[60],"input":[61],"data":[62,77],"identify":[64],"anomalies":[65],"(2)":[67],"class-centric":[69],"method":[70,119,131],"uses":[72],"statistical":[73,94],"properties":[74],"labeled":[76],"compute":[79],"class":[80],"centers":[81],"boundaries":[83],"for":[84,145],"deviations.":[86],"These":[87],"methods":[88],"utilize":[89],"thresholds":[90],"derived":[91],"from":[92],"dynamic":[93],"metrics":[95],"ensure":[97],"robust,":[98],"efficient,":[99],"scalable":[101],"detection.Extensive":[102],"experiments":[103],"validate":[104],"effectiveness":[106],"these":[108],"approaches":[109],"using":[110],"Iris":[112],"dataset.":[113],"Results":[114],"demonstrate":[115],"excels":[120],"in":[121,150],"samples,":[124],"achieving":[125],"high":[126],"accuracy,":[127],"while":[128],"class-based":[130],"offers":[132],"conservative":[134],"alternative":[135],"by":[136],"minimizing":[137],"false":[138],"positives.":[139],"Both":[140],"provide":[142],"practical":[143],"solutions":[144],"enhancing":[146],"model":[147,153],"security,":[148],"particularly":[149],"scenarios":[151],"details":[154],"unavailable,":[156],"thereby":[157],"addressing":[158],"limitations":[160],"existing":[162],"defense":[163],"mechanisms.":[164],"Future":[165],"work":[166],"will":[167],"explore":[168],"scalability":[169],"application":[171],"higher-dimensional":[173],"datasets.":[174]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
