{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T20:43:09Z","timestamp":1777322589216,"version":"3.51.4"},"reference-count":78,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012476","name":"Fundamental Research Funds for Central Universities, University of International Relations","doi-asserted-by":"publisher","award":["3262025T40"],"award-info":[{"award-number":["3262025T40"]}],"id":[{"id":"10.13039\/501100012476","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2026,5,1]]},"DOI":"10.1109\/jiot.2025.3616199","type":"journal-article","created":{"date-parts":[[2025,9,30]],"date-time":"2025-09-30T17:39:55Z","timestamp":1759253995000},"page":"17894-17909","source":"Crossref","is-referenced-by-count":1,"title":["DeepFlow-BiViTGAN: A Lightweight and Adaptive Traffic Detection System Combining GAN and Vision Transformer"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-4767-053X","authenticated-orcid":false,"given":"Menghao","family":"Fang","sequence":"first","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-1211-4205","authenticated-orcid":false,"given":"Jiajie","family":"Luo","sequence":"additional","affiliation":[{"name":"School of Atmospheric Sciences, Lanzhou University, Lanzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1111-0232","authenticated-orcid":false,"given":"Haojun","family":"Fan","sequence":"additional","affiliation":[{"name":"Institute of Disaster and Emergency Medicine, Tianjin University, Tianjin, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lu","family":"Lu","sequence":"additional","affiliation":[{"name":"Institute of Disaster and Emergency Medicine, Tianjin University, Tianjin, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yang","family":"Xu","sequence":"additional","affiliation":[{"name":"Institute of Disaster and Emergency Medicine, Tianjin University, Tianjin, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xia","family":"Li","sequence":"additional","affiliation":[{"name":"Marine Engineering College, Dalian Maritime University, Dalian, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yihan","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5596-3782","authenticated-orcid":false,"given":"Zixiao","family":"Kong","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Engineering, University of International Relations, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.14741\/ijcet\/v.12.3.3"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2005.05.002"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.48161\/qaj.v1n3a75"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2006.01.016"},{"key":"ref5","volume-title":"What is VPN?","year":"2024"},{"key":"ref6","article-title":"Adaptive distributed firewall using intrusion detection","author":"Strand","year":"Nov. 2004"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.fcij.2017.02.001"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3446374"},{"key":"ref11","article-title":"An image is worth 16\u00d716 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020","journal-title":"arXiv:2010.11929"},{"key":"ref12","volume-title":"DDOS2019","year":"2024"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2022.102788"},{"key":"ref14","volume-title":"NSL-KDD","year":"2024"},{"key":"ref15","volume-title":"An International View of Privacy Risks for Mobile Apps","year":"2024"},{"key":"ref16","volume-title":"Tor2016","year":"2024"},{"key":"ref17","volume-title":"ISCXVPN2016","year":"2024"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2022.020938"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2022.018708"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.3390\/electronics12051159"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11152354"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-023-00699-3"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2023.3273301"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-023-00692-w"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2023.100851"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3233624"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.isatra.2023.11.019"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2023.3276062"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2023.3266757"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2024.24025"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2023.23263"},{"issue":"1","key":"ref32","first-page":"271","article-title":"Towards an effective method of ReDoS detection for non-backtracking engines","volume-title":"Proc. 33rd USENIX Secur. Symp.","volume":"33","author":"Su"},{"key":"ref33","first-page":"5161","article-title":"Enhancing network attack detection with distributed and in-network data collection system","volume-title":"Proc. 33rd USENIX Conf. Secur. Symp.","author":"Mirnajafizadeh"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2024.104127"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2024.3454777"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3309864"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3233793"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TCE.2023.3277856"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2023.103516"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2023.100936"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2023.23102"},{"key":"ref42","first-page":"4337","article-title":"XNIDS: Explaining deep learning-based network intrusion detection systems for active intrusion responses","volume-title":"Proc. 32nd USENIX Secur. Symp.","author":"Wei"},{"key":"ref43","first-page":"4319","article-title":"Generative intrusion detection and prevention on data stream","volume-title":"Proc. 32nd USENIX Secur. Symp.","author":"Seo"},{"key":"ref44","first-page":"1049","article-title":"Models on the move: Towards feasible embedded AI for intrusion detection on vehicular CAN bus","volume-title":"Proc. USENIX Annu. Tech. Conf.","author":"Xu"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3350006"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2023.24140"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3318966"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2024.3453917"},{"key":"ref49","first-page":"1771","article-title":"NetVigil: Robust and low-cost anomaly detection for east-west data center security","volume-title":"Proc. 21st USENIX Symp. Networked Syst. Design Implement. (NSDI)","author":"Hsieh"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2025.113236"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TBDATA.2024.3403394"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2023.100709"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.3390\/info13120553"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3729167"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3129609"},{"key":"ref56","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014","journal-title":"arXiv:1412.6980"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3065386"},{"key":"ref58","article-title":"Very deep convolutional networks for large-scale image recognition","author":"Simonyan","year":"2014","journal-title":"arXiv:1409.1556"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-24797-2_4"},{"key":"ref61","first-page":"3104","article-title":"Sequence to sequence learning with neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"27","author":"Sutskever"},{"key":"ref62","first-page":"10347","article-title":"Training data-efficient image transformers & distillation through attention","volume-title":"Proc. 38th Int. Conf. Mach. Learn.","volume":"139","author":"Touvron"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58452-8_13"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.108162"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2021.108613"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2023.103251"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ICDSNS62112.2024.10691256"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2024.103954"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2024.111378"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3214723"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3244544"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2021.107974"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2022.3227500"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2024.3433446"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.114363"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2023.046055"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/EnT50437.2020.9431285"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2024.110372"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6488907\/11494393\/11184835.pdf?arnumber=11184835","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T19:51:19Z","timestamp":1777319479000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11184835\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,1]]},"references-count":78,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2025.3616199","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,1]]}}}