{"id":"https://openalex.org/W7212407151","doi":"https://doi.org/10.1109/pimrc69400.2026.11711583","title":"Cross-Silo Federated Domain Adaptation for Trustworthy and Privacy-Preserving IoT Security in 5G-to-6G Wireless Systems","display_name":"Cross-Silo Federated Domain Adaptation for Trustworthy and Privacy-Preserving IoT Security in 5G-to-6G Wireless Systems","publication_year":2026,"publication_date":"2026-09-01","ids":{"openalex":"https://openalex.org/W7212407151","doi":"https://doi.org/10.1109/pimrc69400.2026.11711583"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc69400.2026.11711583","doi":"https://doi.org/10.1109/pimrc69400.2026.11711583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc69400.2026.11711583","pdf_url":null,"source":{"id":"https://openalex.org/S4363605306","display_name":"IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 37th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://uwe-repository.worktribe.com/16517455/1/Cross-silo%20federated%20domain%20adaptation%20for%20trustworthy%20and%20privacy-preserving%20IoT%20security%20in%205G-to-6G%20wireless%20systems","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019032689","display_name":"Salma Zakzouk","orcid":"https://orcid.org/0009-0002-6979-3101","observed_orcids":["https://orcid.org/0009-0002-6979-3101"]},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Salma Zakzouk","raw_affiliation_strings":["Nile University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nile University","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025234301","display_name":"Shahid Latif","orcid":"https://orcid.org/0000-0002-6368-2729","observed_orcids":["https://orcid.org/0000-0002-6368-2729"]},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shahid Latif","raw_affiliation_strings":["University of the West of England"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the West of England","institution_ids":["https://openalex.org/I178535277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083130551","display_name":"Lobna A. Said","orcid":"https://orcid.org/0000-0001-8223-4625","observed_orcids":["https://orcid.org/0000-0001-8223-4625"]},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Lobna A. Said","raw_affiliation_strings":["Nile University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nile University","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066157144","display_name":"Djamel Djenouri","orcid":"https://orcid.org/0000-0001-9333-9860","observed_orcids":["https://orcid.org/0000-0001-9333-9860"]},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Djamel Djenouri","raw_affiliation_strings":["University of the West of England"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the West of England","institution_ids":["https://openalex.org/I178535277"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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":0.9848999977111816,"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":0.9848999977111816,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.004699999932199717,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.0024999999441206455,"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/cross-silo-federated-learning","display_name":"cross-silo federated learning","score":0.9769999980926514},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"domain adaptation","score":0.8619999885559082},{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.7879999876022339},{"id":"https://openalex.org/keywords/iot-security","display_name":"Internet of Things security","score":0.9089999794960022},{"id":"https://openalex.org/keywords/knowledge-distillation","display_name":"knowledge distillation","score":0.9169999957084656},{"id":"https://openalex.org/keywords/privacy-preserving-machine-learning","display_name":"privacy-preserving machine learning","score":0.8299999833106995},{"id":"https://openalex.org/keywords/correlation-alignment","display_name":"correlation alignment","score":0.8730000257492065},{"id":"https://openalex.org/keywords/edge-deployment","display_name":"edge deployment","score":0.5680000185966492},{"id":"https://openalex.org/keywords/resource-constrained-devices","display_name":"resource-constrained devices","score":0.6980000138282776},{"id":"https://openalex.org/keywords/network-heterogeneity","display_name":"network heterogeneity","score":0.4699999988079071}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7922000288963318},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5320000052452087},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.49639999866485596},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.47130000591278076},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46790000796318054},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4307999908924103},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4156999886035919},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4133000075817108},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.40299999713897705},{"id":"https://openalex.org/C2780264999","wikidata":"https://www.wikidata.org/wiki/Q7445032","display_name":"Security domain","level":2,"score":0.4018999934196472},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.3709000051021576},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3695000112056732},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.337799996137619},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32659998536109924},{"id":"https://openalex.org/C2776650193","wikidata":"https://www.wikidata.org/wiki/Q264661","display_name":"Obstacle","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C5111613","wikidata":"https://www.wikidata.org/wiki/Q3799443","display_name":"Inter-domain","level":4,"score":0.31869998574256897},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.31520000100135803},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.311599999666214},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.30880001187324524},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.2671000063419342},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/pimrc69400.2026.11711583","doi":"https://doi.org/10.1109/pimrc69400.2026.11711583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc69400.2026.11711583","pdf_url":null,"source":{"id":"https://openalex.org/S4363605306","display_name":"IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 37th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},{"id":"pmh:oai:uwe-repository.worktribe.com:16517455","doi":null,"is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/16517455/1/Cross-silo%20federated%20domain%20adaptation%20for%20trustworthy%20and%20privacy-preserving%20IoT%20security%20in%205G-to-6G%20wireless%20systems","pdf_url":null,"source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:uwe-repository.worktribe.com:16517455","doi":null,"is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/16517455/1/Cross-silo%20federated%20domain%20adaptation%20for%20trustworthy%20and%20privacy-preserving%20IoT%20security%20in%205G-to-6G%20wireless%20systems","pdf_url":null,"source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"},"sustainable_development_goals":[{"score":0.8970999717712402,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2991435551","https://openalex.org/W4220985823","https://openalex.org/W4376130364","https://openalex.org/W4393160087","https://openalex.org/W4401904316","https://openalex.org/W4402157422","https://openalex.org/W4403510445","https://openalex.org/W4404002449","https://openalex.org/W4409136636","https://openalex.org/W4412195293","https://openalex.org/W6922361147"],"related_works":["https://openalex.org/W7161493616","https://openalex.org/W7214091855","https://openalex.org/W7130610391","https://openalex.org/W4412164146","https://openalex.org/W4416800590","https://openalex.org/W7128478168","https://openalex.org/W4414198654","https://openalex.org/W3130916947","https://openalex.org/W7133346863","https://openalex.org/W4417199959"],"abstract_inverted_index":{"The":[0,98],"convergence":[1],"of":[2,5,206],"large-scale":[3],"Internet":[4],"Things":[6],"(IoT)":[7],"deployments":[8],"with":[9,201],"emerging":[10],"5G-to-6G":[11,144],"wireless":[12,96,237],"systems":[13,35],"introduces":[14],"unprecedented":[15],"security":[16,73,226],"challenges":[17],"due":[18,58],"to":[19,59,89,108,137],"extreme":[20],"network":[21,158],"heterogeneity,":[22],"evolving":[23],"traffic":[24,145],"dynamics,":[25],"and":[26,62,71,85,143,172,192,210,224],"stringent":[27],"privacy":[28,61],"requirements.":[29],"Deep":[30],"learning":[31,79],"(DL)-based":[32],"intrusion":[33,92],"detection":[34,93],"(IDS)":[36],"often":[37],"suffer":[38],"from":[39],"severe":[40],"performance":[41],"degradation":[42],"when":[43],"deployed":[44],"across":[45,104],"heterogeneous":[46],"domains,":[47],"while":[48,188],"centralized":[49],"training":[50],"is":[51,134],"increasingly":[52],"impractical":[53],"in":[54,220],"6G":[55,123,236],"multi-stakeholder":[56],"ecosystems":[57],"data":[60],"trust":[63],"constraints.":[64],"This":[65],"paper":[66],"proposes":[67],"a":[68,110,155,202,231],"unified,":[69],"privacy-preserving,":[70],"trustworthy":[72],"framework":[74,99],"that":[75,176],"integrates":[76],"cross-silo":[77],"federated":[78,102],"(FL),":[80],"progressive":[81,126],"domain":[82,187],"adaptation":[83],"(DA),":[84],"knowledge":[86],"distillation":[87],"(KD)":[88],"enable":[90],"generalizable":[91],"for":[94,122,160,234],"next-generation":[95],"systems.":[97,238],"first":[100],"performs":[101],"pre-training":[103],"distributed":[105],"IoT":[106,142],"silos":[107],"construct":[109],"global":[111],"backbone":[112],"model":[113,153,204],"without":[114],"sharing":[115],"raw":[116],"data,":[117],"supporting":[118],"privacy-by-design":[119],"principles":[120],"essential":[121],"architectures.":[124],"A":[125],"two-stage":[127],"DA":[128],"strategy":[129],"based":[130],"on":[131,163,169,184,196],"correlation":[132],"alignment":[133],"then":[135],"employed":[136],"mitigate":[138],"distribu-tional":[139],"discrepancies":[140],"between":[141],"domains.":[146],"Finally,":[147],"KD":[148],"compresses":[149],"the":[150,170,177,185,217],"adapted":[151],"teacher":[152],"into":[154],"lightweight":[156],"student":[157],"suitable":[159],"real-time":[161],"deployment":[162],"resource-constrained":[164],"edge":[165],"devices.":[166],"Extensive":[167],"evaluations":[168],"IDSIoT2024":[171],"5G-NIDD":[173],"datasets":[174],"demonstrate":[175],"proposed":[178],"approach":[179],"achieves":[180],"over":[181],"90%":[182],"accuracy":[183,191],"source":[186],"maintaining":[189],"78-80%":[190],"F1-scores":[193],"above":[194],"0.82":[195],"an":[197],"unseen":[198],"target":[199],"domain,":[200],"compact":[203],"size":[205],"0.19":[207],"M":[208],"B":[209],"sub-millisecond":[211],"inference":[212],"latency.":[213],"These":[214],"results":[215],"highlight":[216],"framework's":[218],"effectiveness":[219],"delivering":[221],"trustworthy,":[222],"privacy-aware,":[223],"adaptive":[225],"intelligence,":[227],"positioning":[228],"it":[229],"as":[230],"practical":[232],"enabler":[233],"AI-enabled":[235]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-13T00:00:00"}
