{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T20:13:34Z","timestamp":1778184814418,"version":"3.51.4"},"reference-count":41,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","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:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41904127"],"award-info":[{"award-number":["41904127"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2025.3550183","type":"journal-article","created":{"date-parts":[[2025,3,11]],"date-time":"2025-03-11T13:41:52Z","timestamp":1741700512000},"page":"66149-66161","source":"Crossref","is-referenced-by-count":1,"title":["Transformer and Meta-Reinforcement Learning-Based Task Offloading for MEC Systems in Dynamic Environments"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-3047-5027","authenticated-orcid":false,"given":"Yintao","family":"Li","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Hunan Normal University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-8003-6800","authenticated-orcid":false,"given":"Chuanguo","family":"Tang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Hunan Normal University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bohao","family":"Hou","sequence":"additional","affiliation":[{"name":"School of Computer Science, Hunan University of Technology and Business, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0235-0253","authenticated-orcid":false,"given":"Feibo","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Hunan Normal University, Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"and Yuhang","family":"Fu","sequence":"additional","affiliation":[{"name":"Hunan Economic Institute Electric Power Design Company Ltd., Changsha, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2022.103366"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2023.3341067"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.016.2300600"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2021.3075018"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.2000440"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2022.103568"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3185012"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.2988457"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2022.3147196"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3113872"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2024.3441626"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2020.2966500"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.2400076"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1023\/A:1019956318069"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2022.10.004"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2023.10105148"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/app132111744"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2024.122752"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2020.3041343"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3001277"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2019.2928811"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2021.3076795"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.2300575"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2300346"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2020.3028963"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2020.3016002"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2021.3087258"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3168885"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3247579"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3355023"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/WCCCT60665.2024.10541826"},{"key":"ref32","first-page":"7487","article-title":"Stabilizing transformers for reinforcement learning","volume-title":"Proc. 37th Int. Conf. Mach. Learn.","author":"Parisotto"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1285"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3153316"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3390\/app131810232"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICPADS60453.2023.00164"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3328996"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.3014896"},{"key":"ref39","article-title":"Decision transformer: Reinforcement learning via sequence modeling","author":"Chen","year":"2021","journal-title":"arXiv:2106.01345"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2013.57"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2023.3250395"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/10921728.pdf?arnumber=10921728","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T19:54:57Z","timestamp":1778183697000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10921728\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":41,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3550183","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}