{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T21:27:41Z","timestamp":1772746061436,"version":"3.50.1"},"reference-count":34,"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:\/\/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"}],"funder":[{"name":"Guangdong Major Project of Basic and Applied Basic Research","award":["2023B0303000001"],"award-info":[{"award-number":["2023B0303000001"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62501424"],"award-info":[{"award-number":["62501424"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62401421"],"award-info":[{"award-number":["62401421"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"State Grid Jiangxi Electric Power Company Ltd., through the Technology Project","award":["5218G024000K"],"award-info":[{"award-number":["5218G024000K"]}]},{"name":"Guangdong Young Talent Research Project","award":["2023TQ07A708"],"award-info":[{"award-number":["2023TQ07A708"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Netw."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/ton.2026.3664377","type":"journal-article","created":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T20:48:55Z","timestamp":1771015735000},"page":"3625-3640","source":"Crossref","is-referenced-by-count":0,"title":["A Two-Timescale Resource Allocation Method Based on Deep Reinforcement Learning for 6G Networks"],"prefix":"10.1109","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-5942-069X","authenticated-orcid":false,"given":"Jiaxin","family":"Liu","sequence":"first","affiliation":[{"name":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0172-5519","authenticated-orcid":false,"given":"Fan","family":"Xu","sequence":"additional","affiliation":[{"name":"School of Electronic and Information Engineering, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9532-9201","authenticated-orcid":false,"given":"Guangxu","family":"Zhu","sequence":"additional","affiliation":[{"name":"Data-Driven Intelligent Information System Laboratory, Shenzhen Research Institute of Big Data, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hang","family":"Li","sequence":"additional","affiliation":[{"name":"Data-Driven Intelligent Information System Laboratory, Shenzhen Research Institute of Big Data, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3374-6066","authenticated-orcid":false,"given":"Liqiang","family":"Zhao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-2151-2679","authenticated-orcid":false,"given":"Xiongyan","family":"Tang","sequence":"additional","affiliation":[{"name":"Research Institute, China United Network Communications Corporation (China Unicom), Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4338-7252","authenticated-orcid":false,"given":"Lexi","family":"Xu","sequence":"additional","affiliation":[{"name":"Research Institute, China United Network Communications Corporation (China Unicom), Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9430-1397","authenticated-orcid":false,"given":"Guorong","family":"Zhou","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.1900488"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3338153"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.007.2100550"},{"key":"ref4","first-page":"1","volume-title":"Cisco Annual Internet Report (2018\u2013C2023) White Paper","year":"2020"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-022-3652-2"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3319351"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/OJVT.2020.2965100"},{"key":"ref8","volume-title":"Planning With Markov Decision Processes: An AI Perspective","author":"Natarajan","year":"2022"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2939735"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/GlobalSIP45357.2019.8969455"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2876279"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2927067"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2100338"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3374356"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-021-09996-w"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2017.2742949"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2933893"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3173057"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2022.3155727"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TSIPN.2022.3150911"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2896586"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3090423"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3186039"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICC45041.2023.10279009"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2019.2924471"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.csi.2021.103518"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2945066"},{"key":"ref28","volume-title":"Fiber-optic Communication Systems","author":"Govind","year":"2012"},{"key":"ref29","first-page":"1995","article-title":"Dueling network architectures for deep reinforcement learning","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Wang"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3221422"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-8285-7_8"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1162\/neco_a_01199"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3091674"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ICC45041.2023.10279230"}],"container-title":["IEEE Transactions on Networking"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10723154\/11317935\/11396387.pdf?arnumber=11396387","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T20:42:25Z","timestamp":1772743345000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11396387\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/ton.2026.3664377","relation":{},"ISSN":["2998-4157"],"issn-type":[{"value":"2998-4157","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}