{"id":"https://openalex.org/W4416925042","doi":"https://doi.org/10.1109/wimob66857.2025.11257501","title":"Enhanced Adversarial Domain Adaptation for Intrusion Detection Systems","display_name":"Enhanced Adversarial Domain Adaptation for Intrusion Detection Systems","publication_year":2025,"publication_date":"2025-10-20","ids":{"openalex":"https://openalex.org/W4416925042","doi":"https://doi.org/10.1109/wimob66857.2025.11257501"},"language":null,"primary_location":{"id":"doi:10.1109/wimob66857.2025.11257501","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob66857.2025.11257501","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5120710663","display_name":"Ines Guerziz","orcid":null},"institutions":[{"id":"https://openalex.org/I39481719","display_name":"Institut National de la Recherche Scientifique","ror":"https://ror.org/04td37d32","country_code":"CA","type":"education","lineage":["https://openalex.org/I39481719","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ines Guerziz","raw_affiliation_strings":["Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada","institution_ids":["https://openalex.org/I39481719"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069783617","display_name":"Zakaria Abou El Houda","orcid":"https://orcid.org/0000-0002-2893-1101"},"institutions":[{"id":"https://openalex.org/I39481719","display_name":"Institut National de la Recherche Scientifique","ror":"https://ror.org/04td37d32","country_code":"CA","type":"education","lineage":["https://openalex.org/I39481719","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zakaria Abou El Houda","raw_affiliation_strings":["Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada","institution_ids":["https://openalex.org/I39481719"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029986211","display_name":"Long Bao Le","orcid":"https://orcid.org/0000-0003-3577-6530"},"institutions":[{"id":"https://openalex.org/I39481719","display_name":"Institut National de la Recherche Scientifique","ror":"https://ror.org/04td37d32","country_code":"CA","type":"education","lineage":["https://openalex.org/I39481719","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Long Bao Le","raw_affiliation_strings":["Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut National de la Recherche Scientifique Centre Énergie, Matériaux et Télécommunications (INRS-EMT),Québec,Canada","institution_ids":["https://openalex.org/I39481719"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39481719"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.5108000040054321,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.5108000040054321,"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"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.2513999938964844,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.0502999983727932,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6656000018119812},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6445000171661377},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6312999725341797},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6234999895095825},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.6039000153541565},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5461000204086304},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.46050000190734863},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.4528999924659729}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7739999890327454},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6656000018119812},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6445000171661377},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6312999725341797},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6234999895095825},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.6039000153541565},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5461000204086304},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5015000104904175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48030000925064087},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.46050000190734863},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.4528999924659729},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44589999318122864},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42329999804496765},{"id":"https://openalex.org/C168725872","wikidata":"https://www.wikidata.org/wiki/Q991663","display_name":"Sophistication","level":2,"score":0.3361999988555908},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C2780264999","wikidata":"https://www.wikidata.org/wiki/Q7445032","display_name":"Security domain","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.2833999991416931},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C137524506","wikidata":"https://www.wikidata.org/wiki/Q2247688","display_name":"Anomaly-based intrusion detection system","level":3,"score":0.28029999136924744},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.25999999046325684}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wimob66857.2025.11257501","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob66857.2025.11257501","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","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":16,"referenced_works":["https://openalex.org/W2099940443","https://openalex.org/W2126316555","https://openalex.org/W2295598076","https://openalex.org/W2296509296","https://openalex.org/W2593768305","https://openalex.org/W2789828921","https://openalex.org/W2884561390","https://openalex.org/W3092093850","https://openalex.org/W3092609815","https://openalex.org/W3095697905","https://openalex.org/W4284894238","https://openalex.org/W4309995034","https://openalex.org/W4376130364","https://openalex.org/W4381550190","https://openalex.org/W4388893605","https://openalex.org/W4401635351"],"related_works":[],"abstract_inverted_index":{"The":[0,141],"increasing":[1],"sophistication":[2],"of":[3,15,80,146],"cyber":[4],"threats":[5],"demands":[6],"robust":[7],"and":[8,72,105,133,157],"adaptive":[9],"Intrusion":[10],"Detection":[11],"Systems":[12],"(IDS)":[13],"capable":[14],"generalizing":[16],"across":[17],"diverse":[18],"network":[19,46,81],"environments.":[20],"However,":[21],"traditional":[22],"AI-driven":[23],"IDS":[24,69,120,152],"models":[25],"suffer":[26],"from":[27],"performance":[28],"degradation":[29],"when":[30],"deployed":[31],"in":[32,40,68,125,150],"unseen":[33],"domains":[34],"due":[35],"to":[36,62,76,99,136],"domain":[37,56,64,138,148],"shift":[38],"discrepancies":[39],"data":[41,51],"distributions":[42],"caused":[43],"by":[44],"varying":[45],"configurations,":[47],"attack":[48],"patterns,":[49],"or":[50],"collection":[52],"methods.":[53,140],"While":[54],"unsupervised":[55],"adaptation":[57,75,139,149],"has":[58],"recently":[59],"been":[60],"applied":[61],"address":[63],"shift,":[65],"its":[66],"use":[67],"remains":[70],"limited":[71],"often":[73],"lacks":[74],"the":[77,144],"unique":[78],"challenges":[79],"data.":[82],"To":[83],"bridge":[84],"this":[85],"gap,":[86],"we":[87],"propose":[88],"an":[89],"Enhanced":[90],"Adversarial":[91],"Domain":[92],"Adaptation":[93],"(E-ADDA)":[94],"Framework":[95],"for":[96,164],"IDS,":[97],"designed":[98],"align":[100],"feature":[101],"representations":[102],"between":[103],"source":[104],"target":[106],"domains,":[107],"enhancing":[108],"model":[109],"generalizability.":[110],"Our":[111],"framework":[112],"is":[113],"rigorously":[114],"evaluated":[115],"on":[116],"three":[117],"publicly":[118],"available":[119],"datasets,":[121],"demonstrating":[122],"significant":[123],"improvements":[124],"key":[126],"metrics":[127],"such":[128],"as":[129],"accuracy,":[130],"F1":[131],"score,":[132],"loss":[134],"compared":[135],"existing":[137],"results":[142],"highlight":[143],"viability":[145],"adversarial":[147],"improving":[151],"resilience":[153],"against":[154],"zero-day":[155],"attacks":[156],"evolving":[158],"threats,":[159],"offering":[160],"a":[161],"promising":[162],"direction":[163],"real-world":[165],"cybersecurity":[166],"applications.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-12-02T00:00:00"}