{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T17:35:39Z","timestamp":1785605739822,"version":"3.56.0"},"reference-count":34,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T00:00:00Z","timestamp":1654041600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T00:00:00Z","timestamp":1654041600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T00:00:00Z","timestamp":1654041600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2022,6,1]]},"DOI":"10.1109\/tmc.2020.3036871","type":"journal-article","created":{"date-parts":[[2020,11,10]],"date-time":"2020-11-10T21:50:54Z","timestamp":1605045054000},"page":"1985-1997","source":"Crossref","is-referenced-by-count":536,"title":["Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing Systems"],"prefix":"10.1109","volume":"21","author":[{"given":"Ming","family":"Tang","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3821-4365","authenticated-orcid":false,"given":"Vincent W.S.","family":"Wong","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2017.2745201"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/2342509.2342513"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2849509"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2017.2703901"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2018.2821664"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737559"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2018.2799937"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2018.2815360"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737385"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2018.2869764"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2019.2941934"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2838022"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737480"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2018.2876941"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2018.2815015"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2901850"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2019.2928811"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2955129"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2935450"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2933417"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2016.7541539"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2017.2717986"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/90.234856"},{"key":"ref25","first-page":"1995","article-title":"Dueling network architectures for deep reinforcement learning","volume-title":"Proc. 33rd Int. Conf. Mach. Learn.","author":"Wang"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref27","volume-title":"Deep Learning","author":"Goodfellow","year":"2016"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v30i1.10295"},{"key":"ref29","article-title":"Deep reinforcement learning and the deadly triad","author":"Van Hasselt","year":"2018"},{"key":"ref30","article-title":"Speedtest market reports: Canada average mobile upload speed based on Q2-Q3 2019 data","year":"2020"},{"key":"ref31","article-title":"Deep compression: Compressing deep neural networks with pruning, trained quantization and Huffman coding","author":"Han","year":"2016"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0043-6"},{"key":"ref33","first-page":"7214","article-title":"Non-stationary markov decision processes, a worst-case approach using model-based reinforcement learning","volume-title":"Proc. 33rd Int. Conf. Neural Inf. Process. Syst.","author":"Lecarpentier"},{"key":"ref34","first-page":"20","article-title":"Policy and value transfer in lifelong reinforcement learning","volume-title":"Proc. 35th Int. Conf. Mach. Learn.","author":"Abel"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7755\/9769777\/09253665.pdf?arnumber=9253665","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,9]],"date-time":"2024-01-09T22:46:14Z","timestamp":1704840374000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9253665\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,1]]},"references-count":34,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2020.3036871","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":[[2022,6,1]]}}}