{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:50:21Z","timestamp":1773247821433,"version":"3.50.1"},"reference-count":41,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3613459","type":"journal-article","created":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T17:26:05Z","timestamp":1758648365000},"page":"173368-173383","source":"Crossref","is-referenced-by-count":1,"title":["Federated Learning With Explainable AI for Malicious Traffic Detection in IoT Networks"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7673-9309","authenticated-orcid":false,"given":"Muhammad","family":"Ahmad Bilal","sequence":"first","affiliation":[{"name":"Department of Computer Software Engineering, Military College of Signals, National University of Sciences and Technology, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ihtesham","family":"Ul Islam","sequence":"additional","affiliation":[{"name":"Department of Computer Software Engineering, Military College of Signals, National University of Sciences and Technology, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5392-5187","authenticated-orcid":false,"given":"Naima","family":"Iltaf","sequence":"additional","affiliation":[{"name":"Department of Computer Software Engineering, Military College of Signals, National University of Sciences and Technology, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5912-0504","authenticated-orcid":false,"given":"Muhammad","family":"Junaid Khan","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Military College of Signals, National University of Sciences and Technology, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4727-4722","authenticated-orcid":false,"given":"M.","family":"Jaleed Khan","sequence":"additional","affiliation":[{"name":"Data Science Institute, University of Galway, Galway, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","first-page":"1","article-title":"Internet of Things (IoT) trust concerns","volume":"1","author":"Voas","year":"2018"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3319213"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MeditCom61057.2024.10621339"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3137201"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1186\/s13638-021-01893-8"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.csa.2024.100068"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/fi15120403"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2019.00080"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.6812"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.15622\/ia.22.5.4"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2025.1526221"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2024.109569"},{"key":"ref13","first-page":"1","article-title":"A unified approach to interpreting model predictions","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Lundberg"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3368377"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CSR61664.2024.10679348"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3165809"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/s23135941"},{"key":"ref18","volume-title":"1998 Darpa Intrusion Detection Evaluation Dataset","year":"1998"},{"key":"ref19","article-title":"KDD Cup 1999 Data","author":"Stolfo","year":"1999"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/MilCIS.2015.7348942"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-90775-8_3"},{"key":"ref22","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artif. Intell. Statist.","author":"McMahan"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2020.3023430"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2023.103299"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3030072"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119000"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/SOSE62659.2024.10620966"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.3390\/jsan14010009"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-3020"},{"key":"ref30","article-title":"Intrusion detection system with explainable AI and federated learning","author":"Mutlu","year":"2025"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref32","article-title":"On the convergence of FedAvg on non-IID data","author":"Li","year":"2020","journal-title":"arXiv:1907.02189"},{"key":"ref33","article-title":"Enhanced intrusion detection in IIoT networks: A lightweight approach with autoencoder-based feature learning","author":"Hasan","year":"2002","journal-title":"arXiv:2501. 15266"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3380816"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/IIT59782.2023.10366486"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.3390\/jsan14040078"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.3390\/fi16080284"},{"issue":"4","key":"ref38","first-page":"1","article-title":"Enhancing IoT security: A comparative analysis of preprocessing techniques and classifier performance on IoT23 and CIC IoT 2023 datasets","volume":"52","author":"Elkhadir","year":"2025","journal-title":"IAENG Int. J. Comput. Sci."},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.55056\/jec.648"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2025.111473"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2025.104577"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11176010.pdf?arnumber=11176010","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,13]],"date-time":"2025-10-13T17:41:55Z","timestamp":1760377315000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11176010\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":41,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3613459","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}