{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T14:15:46Z","timestamp":1775225746517,"version":"3.50.1"},"reference-count":41,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2026,1,1]]},"DOI":"10.1109\/jiot.2025.3620567","type":"journal-article","created":{"date-parts":[[2025,10,13]],"date-time":"2025-10-13T17:42:04Z","timestamp":1760377324000},"page":"487-499","source":"Crossref","is-referenced-by-count":1,"title":["Defense Against Adversarial Samples for Replay Attacks in Automotive AVTP Streams via a Novel Bidirectional Mamba-Based Intrusion Detection System"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-2847-9136","authenticated-orcid":false,"given":"Haihang","family":"Zhao","sequence":"first","affiliation":[{"name":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2957-4203","authenticated-orcid":false,"given":"Yi","family":"Wang","sequence":"additional","affiliation":[{"name":"Aumovio Singapore Pte. Ltd., Singapore, Singapore"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-9955-0199","authenticated-orcid":false,"given":"Shanshan","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}]},{"given":"Anyu","family":"Cheng","sequence":"additional","affiliation":[{"name":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-2330-2228","authenticated-orcid":false,"given":"Changqing","family":"Li","sequence":"additional","affiliation":[{"name":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2020.102988"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3221893"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.vehcom.2021.100338"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.13052\/jwe1540-9589.21215"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2017.2749459"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3934\/mbe.2023761"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2020.105837"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1648"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13071317"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3524504"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/APCCAS62602.2024.10808253"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.5753\/sbrc.2022.222153"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/IV51971.2022.9827285"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3737294"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2020-86"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/eurospw67616.2025.00040"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2024.3516817"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01391"},{"key":"ref19","article-title":"TinyViM: Frequency decoupling for tiny hybrid vision mamba","author":"Ma","year":"2024","journal-title":"arXiv:2411.17473"},{"key":"ref20","first-page":"71162","article-title":"Mambaad: Exploring state space models for multi-class unsupervised anomaly detection","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"37","author":"He"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/info16040314"},{"key":"ref22","article-title":"Understanding robustness of visual state space models for image classification","author":"Du","year":"2024","journal-title":"arXiv:2403.10935"},{"key":"ref23","article-title":"Graph-Mamba: Towards long-range graph sequence modeling with selective state spaces","author":"Wang","year":"2024","journal-title":"arXiv:2402.00789"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.62836\/jitp.v1i1.219"},{"key":"ref25","article-title":"Mamba: Linear-time sequence modeling with selective state spaces","author":"Gu","year":"2023","journal-title":"arXiv:2312.00752"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/APEMC53576.2022.9888721"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2021.102137"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3236593"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.4108\/icst.simutools.2012.247747"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00175"},{"key":"ref31","first-page":"1","article-title":"Physical adversarial examples for object detectors","volume-title":"Proc. 12th USENIX Workshop Offensive Technol.","author":"Song"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/SPW.2019.00033"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2025.230628"},{"key":"ref34","first-page":"6","article-title":"Comprehensive experimental analyses of automotive attack surfaces","volume-title":"Proc. 20th USENIX Secur. Symp.","author":"Checkoway"},{"key":"ref35","article-title":"Hackers remotely kill a jeep on the highway\u2014With me in it","author":"Greenberg","year":"2015"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.14722\/vehiclesec.2023.23031"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1002\/0471200611"},{"key":"ref38","volume-title":"Information Theory, Inference and Learning Algorithms","author":"MacKay","year":"2003"},{"key":"ref39","volume-title":"Straightforward Statistics for the Behavioral Sciences.","author":"Evans","year":"1996"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1177\/147447409700400103"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-013-1368-0"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6488907\/11313656\/11202176.pdf?arnumber=11202176","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,24]],"date-time":"2025-12-24T18:47:49Z","timestamp":1766602069000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11202176\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,1]]},"references-count":41,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2025.3620567","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,1]]}}}