{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T11:29:39Z","timestamp":1783510179091,"version":"3.55.0"},"reference-count":52,"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":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62571057"],"award-info":[{"award-number":["62571057"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Beijing Natural Science Foundation of China","award":["L254013"],"award-info":[{"award-number":["L254013"]}]},{"name":"BUPT Excellent Ph.D. Students Foundation","award":["CX20253001"],"award-info":[{"award-number":["CX20253001"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Cogn. Commun. Netw."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/tccn.2025.3631051","type":"journal-article","created":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T18:50:05Z","timestamp":1762800605000},"page":"3005-3020","source":"Crossref","is-referenced-by-count":7,"title":["Energy-Efficient RSMA-Enabled Low-Altitude MEC Optimization via Generative AI-Enhanced Deep Reinforcement Learning"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6816-1375","authenticated-orcid":false,"given":"Xudong","family":"Wang","sequence":"first","affiliation":[{"name":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8220-6525","authenticated-orcid":false,"given":"Hongyang","family":"Du","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, SAR, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3494-5590","authenticated-orcid":false,"given":"Lei","family":"Feng","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8773-4629","authenticated-orcid":false,"given":"Kaibin","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, SAR, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MVT.2019.2921162"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2849509"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3063104"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/mcom.001.2400685"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2025.3597910"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2017.2706308"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3191937"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3522044"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3253021"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3502685"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3297362"},{"key":"ref12","article-title":"ReaCritic: Large reasoning transformer-based DRL critic-model scaling for heterogeneous networks","author":"You","year":"2025","journal-title":"arXiv:2505.10992"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3400011"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/mwc.2025.3615555"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.2400284"},{"key":"ref16","article-title":"DRESS: Diffusion reasoning-based reward shaping scheme for intelligent networks","author":"You","year":"2025","journal-title":"arXiv:2503.07433"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3184953"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2021.3068123"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3140833"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3408603"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2020.3012680"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/drones7120688"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3226193"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3590507"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.007.2400133"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2025.3563657"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2024.3354329"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2021.3122989"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TGCN.2024.3491781"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2025.3529747"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2025.3647029"},{"key":"ref32","article-title":"Improve the training efficiency of DRL for wireless communication resource allocation: The role of generative diffusion models","author":"Zhang","year":"2025","journal-title":"arXiv:2502.07211"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3533570"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3543823"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3377226"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2949032"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2014.2342736"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3136563"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3243270"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2018.8647789"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2020.3037374"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2020.3029617"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2020.3025978"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2019.2951765"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM38437.2019.9013924"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3356178"},{"key":"ref47","first-page":"8162","article-title":"Improved denoising diffusion probabilistic models","volume-title":"Proc. 38th Int. Conf. Mach. Learn.","volume":"139","author":"Nichol"},{"key":"ref48","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Ho"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/twc.2025.3596864"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3511952"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2024.3469977"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3224751"}],"container-title":["IEEE Transactions on Cognitive Communications and Networking"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6687307\/11304002\/11237098.pdf?arnumber=11237098","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T18:38:36Z","timestamp":1767292716000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11237098\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":52,"URL":"https:\/\/doi.org\/10.1109\/tccn.2025.3631051","relation":{},"ISSN":["2332-7731","2372-2045"],"issn-type":[{"value":"2332-7731","type":"electronic"},{"value":"2372-2045","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}