{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,10]],"date-time":"2026-01-10T20:04:33Z","timestamp":1768075473360,"version":"3.49.0"},"reference-count":57,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Science and Technology Project of State Grid Company, Ltd"},{"name":"Research on data aggregation and dynamic interaction technology of enterprise-level real-time measurement data center","award":["5108-202218280A-2-399-XG"],"award-info":[{"award-number":["5108-202218280A-2-399-XG"]}]},{"name":"Nanjing University-China Mobile Communications Group Company, Ltd"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1109\/tmc.2024.3514088","type":"journal-article","created":{"date-parts":[[2024,12,9]],"date-time":"2024-12-09T19:18:32Z","timestamp":1733771912000},"page":"3615-3632","source":"Crossref","is-referenced-by-count":4,"title":["Mystique: User-Level Adaptation for Real-Time Video Analytics in Edge Networks via Meta-RL"],"prefix":"10.1109","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-9796-238X","authenticated-orcid":false,"given":"Xiaohang","family":"Shi","sequence":"first","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6581-6399","authenticated-orcid":false,"given":"Sheng","family":"Zhang","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-3461-8367","authenticated-orcid":false,"given":"Meizhao","family":"Liu","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9905-6328","authenticated-orcid":false,"given":"Lingkun","family":"Meng","sequence":"additional","affiliation":[{"name":"China Mobile (Suzhou) Software Technology Company, Ltd., Suzhou, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-1070-318X","authenticated-orcid":false,"given":"Liu","family":"Wei","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-0002-9811","authenticated-orcid":false,"given":"Yingcheng","family":"Gu","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-4583-338X","authenticated-orcid":false,"given":"Kai","family":"Liu","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3421-9556","authenticated-orcid":false,"given":"Huanyu","family":"Cheng","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-0179-4491","authenticated-orcid":false,"given":"Yu","family":"Song","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-2401-8520","authenticated-orcid":false,"given":"Lei","family":"Tang","sequence":"additional","affiliation":[{"name":"State Grid Jiangsu Electric Power Company, Ltd. Information &#x0026; Telecommunication Branch, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-8233-329X","authenticated-orcid":false,"given":"Andong","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0722-1757","authenticated-orcid":false,"given":"Ning","family":"Chen","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1625-7575","authenticated-orcid":false,"given":"Zhuzhong","family":"Qian","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2017.3641638"},{"key":"ref2","first-page":"1","article-title":"EagleEye: Wearable camera-based person identification in crowded urban spaces","volume-title":"Proc. 26th Annu. Int. Conf. Mobile Comput. Netw.","author":"Yi"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/SEC.2018.00019"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155438"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313591"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3447993.3483274"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155476"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM52122.2024.10621116"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737478"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3387514.3405874"},{"key":"ref11","first-page":"119","article-title":"Ekya: Continuous learning of video analytics models on edge compute servers","volume-title":"Proc. 19th USENIX Symp. Networked Syst. Des. Implementation","author":"Bhardwaj"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8486241"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM52122.2024.10621074"},{"key":"ref14","first-page":"459","article-title":"Video analytics with zero-streaming cameras","volume-title":"Proc. 2021 USENIX Annu. Tech. Conf.","author":"Xu"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3300061.3300116"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155524"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3387514.3405887"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3447993.3448628"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.91"},{"key":"ref20","article-title":"Faster R-CNN: Towards real-time object detection with region proposal networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"28","author":"Ren"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/iccv.2017.324"},{"key":"ref23","first-page":"377","article-title":"Live video analytics at scale with approximation and delay-tolerance","volume-title":"Proc. 14th USENIX Symp. Netw. Syst. Des. Implementation","author":"Zhang"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3230543.3230574"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3035044"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM48880.2022.9796875"},{"key":"ref27","first-page":"917","article-title":"RECL: Responsive resource-efficient continuous learning for video analytics","volume-title":"Proc. 20th USENIX Symp. Networked Syst. Des. Implementation","author":"Khani"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/tnsm.2024.3440883"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3327097"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM53939.2023.10228909"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3098822.3098843"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2773081"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2010.2091281"},{"key":"ref34","article-title":"Learning to learn with gradients","author":"Finn","year":"2018"},{"key":"ref35","first-page":"1126","article-title":"Model-agnostic meta-learning for fast adaptation of deep networks","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Finn"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3014896"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548331"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2022.3180804"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01842"},{"key":"ref40","volume-title":"Practical Statistics for Field Biology","author":"Fowler","year":"1992"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3447993.3483259"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3372224.3419186"},{"key":"ref43","first-page":"1","article-title":"TCP congestion control","volume":"2581","author":"Mark Allman","year":"1999","journal-title":"RFC"},{"key":"ref44","article-title":"Common objects in context"},{"key":"ref45","first-page":"325","article-title":"A control-theoretic approach for dynamic adaptive video streaming over HTTP","volume-title":"Proc. 2015 ACM Conf. Special Int. Group Data Commun.","author":"Yin"},{"key":"ref46","first-page":"1889","article-title":"Trust region policy optimization","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Schulman"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3301293.3302366"},{"key":"ref48","article-title":"wikipedia"},{"key":"ref50","first-page":"8026","article-title":"Pytorch: An imperative style, high-performance deep learning library","volume-title":"Proc. 33rd Int. Conf. Neural Inf. Process. Syst.","author":"Paszke"},{"key":"ref52","first-page":"417","article-title":"Mahimahi: Accurate record-and-replay for HTTP","volume-title":"Proc. USENIX Annu. Tech. Conf.","author":"Netravali"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP40778.2020.9191198"},{"key":"ref54","article-title":"Very deep convolutional networks for large-scale image recognition","author":"Simonyan","year":"2014"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM42981.2021.9488843"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3260086"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548047"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2022.3179782"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/iccv48922.2021.00933"},{"key":"ref60","first-page":"2402","article-title":"Meta-gradient reinforcement learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Xu"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/10949650\/10787075.pdf?arnumber=10787075","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,7]],"date-time":"2025-04-07T22:15:34Z","timestamp":1744064134000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10787075\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5]]},"references-count":57,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2024.3514088","relation":{},"ISSN":["1536-1233","1558-0660","2161-9875"],"issn-type":[{"value":"1536-1233","type":"print"},{"value":"1558-0660","type":"electronic"},{"value":"2161-9875","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,5]]}}}