{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T07:43:14Z","timestamp":1768203794289,"version":"3.49.0"},"reference-count":19,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T00:00:00Z","timestamp":1765497600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Concurrency and Computation"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>\n                    In the trend of the Internet of Things, 5G technology is one of the important platforms connecting mobile devices to the Internet network. Along with the popularity of 5G network deployment in many countries, the risk of destructive attacks on this infrastructure is increasing. This paper proposes a novel platform for detecting attacks on the AMF in 5G cores using distributed ML. Core innovation: The Attack\u2010Aware Weighted Aggregation (AAWA) in federated learning enables knowledge sharing without raw data exchange, achieving 99.24% global accuracy (0.77% over FedAvg), 25.6% faster convergence (32 vs. 43 rounds), and robust privacy with differential privacy (\n                    <jats:italic>\u03b5<\/jats:italic>\n                    \u2009=\u20091.0, 0.33% accuracy drop). Experiments on a custom AMF dataset validate superior performance in detection, efficiency, and resilience.\n                  <\/jats:p>","DOI":"10.1002\/cpe.70452","type":"journal-article","created":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T09:01:05Z","timestamp":1765530065000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Novel Network Attack Detection Platform Targeting the\n                    <scp>AMF<\/scp>\n                    Component in the\n                    <scp>5G<\/scp>\n                    Network Infrastructure"],"prefix":"10.1002","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2710-5326","authenticated-orcid":false,"given":"Huy\u2010Trung","family":"Nguyen","sequence":"first","affiliation":[{"name":"Research Institute of Posts and Telecommunications, Data Governance Laboratory Posts and Telecommunication Institute of Technology  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ngoc\u2010Quan","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Graduate University of Science and Technology Vietnam Academy of Science and Technology  Hanoi Vietnam"},{"name":"VNPT Cyber Immunity  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2623-2462","authenticated-orcid":false,"given":"Viet H.","family":"Le","sequence":"additional","affiliation":[{"name":"Department of Cybersecurity and High\u2010Tech Crime Prevention People's Security Academy  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tri D.","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Department of Cybersecurity and High\u2010Tech Crime Prevention People's Security Academy  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mai T.","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Department of Cybersecurity and High\u2010Tech Crime Prevention People's Security Academy  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hoang H.","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Research Institute of Posts and Telecommunications, Data Governance Laboratory Posts and Telecommunication Institute of Technology  Hanoi Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2025,12,12]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICISCT47635.2019.9011957"},{"issue":"3","key":"e_1_2_8_3_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.47363\/JAICC\/2022(1)E203","article-title":"Advancements in 5G Technology: Challenges and Opportunities for Nationwide Deployment","volume":"1","author":"Shah K.","year":"2022","journal-title":"Journal of Artificial Intelligence & Cloud Computing"},{"key":"e_1_2_8_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICC51166.2024.10622336"},{"key":"e_1_2_8_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/3658644.3670320"},{"key":"e_1_2_8_6_1","unstructured":"GitHub \u201cPreface\u2014Computer Networks: A Systems Approach Version 6.1\u2010Dev Documentation \u201daccess 2025 https:\/\/open\u2010\u2010cloud\u2010github\u2010io.translate.goog\/preface.html?_x_tr_sl=en&_x_tr_tl=vi&_x_tr_hl=vi&_x_tr_pto=tc."},{"key":"e_1_2_8_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/WCONF58270.2023.10235147"},{"key":"e_1_2_8_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/SSITCON62437.2024.10796451"},{"key":"e_1_2_8_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCES63552.2024.10859892"},{"key":"e_1_2_8_10_1","first-page":"1","volume-title":"2017 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computed, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI)","author":"Maim\u00f3 L. F.","year":"2017"},{"key":"e_1_2_8_11_1","doi-asserted-by":"publisher","DOI":"10.3390\/sym15010110"},{"key":"e_1_2_8_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2023.3242270"},{"key":"e_1_2_8_13_1","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/9304689"},{"key":"e_1_2_8_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/IDAACS53288.2021.9661021"},{"key":"e_1_2_8_15_1","doi-asserted-by":"publisher","DOI":"10.32604\/iasc.2022.019121"},{"key":"e_1_2_8_16_1","doi-asserted-by":"publisher","DOI":"10.3390\/s22249957"},{"key":"e_1_2_8_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/CISS.2019.8693059"},{"key":"e_1_2_8_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3546338"},{"key":"e_1_2_8_19_1","doi-asserted-by":"crossref","unstructured":"B.Adjewa M.Esseghir andL.Merghem\u2010Boulahia \u201cEfficient Federated Intrusion Detection in 5G Ecosystem Using BERT\u2010Based Federated Learning \u201darXiv Preprint2024: arXiv:2409.19390.","DOI":"10.1109\/WiMob61911.2024.10770340"},{"key":"e_1_2_8_20_1","first-page":"1","article-title":"Intrusion Detection in 5G and Wi\u2010Fi Networks: A Survey of Current Methods, Challenges & Perspectives","volume":"13","author":"Hamrouni C.","year":"2025","journal-title":"IEEE Access"}],"container-title":["Concurrency and Computation: Practice and Experience"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/cpe.70452","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T04:48:09Z","timestamp":1768193289000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/cpe.70452"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,12]]},"references-count":19,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["10.1002\/cpe.70452"],"URL":"https:\/\/doi.org\/10.1002\/cpe.70452","archive":["Portico"],"relation":{},"ISSN":["1532-0626","1532-0634"],"issn-type":[{"value":"1532-0626","type":"print"},{"value":"1532-0634","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,12]]},"assertion":[{"value":"2025-09-25","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-11-08","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-12-12","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e70452"}}