{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T16:10:10Z","timestamp":1770739810324,"version":"3.49.0"},"reference-count":47,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"3","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"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":["62371302"],"award-info":[{"award-number":["62371302"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Key Research and Development Program of China","award":["2021YFB2900300"],"award-info":[{"award-number":["2021YFB2900300"]}]},{"DOI":"10.13039\/501100003453","name":"Natural Science Foundation of Guangdong Province","doi-asserted-by":"publisher","award":["2024A1515010178"],"award-info":[{"award-number":["2024A1515010178"]}],"id":[{"id":"10.13039\/501100003453","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Science and Technology Program","award":["KQTD20190929172545139"],"award-info":[{"award-number":["KQTD20190929172545139"]}]},{"name":"Shenzhen Science and Technology Program","award":["GXWD20231129103946001"],"award-info":[{"award-number":["GXWD20231129103946001"]}]},{"name":"Shenzhen Science and Technology Program","award":["KJZD20240903095402004"],"award-info":[{"award-number":["KJZD20240903095402004"]}]},{"name":"Shenzhen Science and Technology Program","award":["ZDSYS20210623091808025"],"award-info":[{"award-number":["ZDSYS20210623091808025"]}]},{"name":"Shenzhen Science and Technology Program","award":["JCYJ20250604181549064"],"award-info":[{"award-number":["JCYJ20250604181549064"]}]},{"name":"Research Matching Grant Scheme from the Research Grants Council of Hong Kong"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1109\/tmc.2025.3625263","type":"journal-article","created":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T18:06:52Z","timestamp":1761588412000},"page":"4121-4137","source":"Crossref","is-referenced-by-count":0,"title":["A QoE-Driven Personalized Incentive Mechanism Design for AIGC Services in Resource-Constrained Edge Networks"],"prefix":"10.1109","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4754-3833","authenticated-orcid":false,"given":"Hongjia","family":"Wu","sequence":"first","affiliation":[{"name":"Department of Mathematics and Information Technology, The Education University of Hong Kong, Hong Kong, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8203-8146","authenticated-orcid":false,"given":"Minrui","family":"Xu","sequence":"additional","affiliation":[{"name":"College of Computing and Data Science, Nanyang Technological University, Singapore"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4440-941X","authenticated-orcid":false,"given":"Zehui","family":"Xiong","sequence":"additional","affiliation":[{"name":"School of Electronics, Electrical Engineering and Computer Science (EEECS), Queen's University Belfast, Belfast, U.K."}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0142-1515","authenticated-orcid":false,"given":"Lin","family":"Gao","sequence":"additional","affiliation":[{"name":"School of Electronics and Information Engineering and the Guangdong Provincial Key Laboratory of Aerospace Communication and Networking Technology, Harbin Institute of Technology, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3651-3417","authenticated-orcid":false,"given":"Haoyuan","family":"Pan","sequence":"additional","affiliation":[{"name":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7442-7416","authenticated-orcid":false,"given":"Dusit","family":"Niyato","sequence":"additional","affiliation":[{"name":"College of Computing and Data Science, Nanyang Technological University, Singapore"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9235-7813","authenticated-orcid":false,"given":"Tse-Tin","family":"Chan","sequence":"additional","affiliation":[{"name":"Department of Mathematics and Information Technology, The Education University of Hong Kong, Hong Kong, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3353265"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3356178"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MVT.2023.3323757"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2024.3391767"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.005.2400019"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2023.3335255"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3449645"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.004.2300015"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/VTC2023-Fall60731.2023.10333689"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3377226"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2023.3287547"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3400011"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2024.3382958"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3390208"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.006.2300223"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS60910.2024.00093"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM54140.2023.10437617"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3493375"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2023.3321539"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.008.2300162"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/VTC2024-Spring62846.2024.10683477"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.003.2300645"},{"key":"ref23","first-page":"24824","article-title":"Chain-of-thought prompting elicits reasoning in large language models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Wei"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.acl-long.147"},{"key":"ref25","first-page":"2507","article-title":"Learn to explain: Multimodal reasoning via thought chains for science question answering","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Lu"},{"key":"ref26","article-title":"Multimodal chain-of-thought reasoning in language models","volume":"2024","author":"Zhang","year":"2024","journal-title":"Trans. Mach. Learn. Res."},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3414138"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2025.3551597"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3445171"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2024.3463420"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ton.2025.3649068"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2024.3441040"},{"key":"ref33","article-title":"Why can large language models generate correct chain-of-thoughts?","author":"Tutunov","year":"2024"},{"key":"ref34","article-title":"A latent space theory for emergent abilities in large language models","author":"Jiang","year":"2023"},{"key":"ref35","article-title":"Self-supervised learning is more robust to dataset imbalance","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Liu"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3481952"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.findings-acl.108"},{"key":"ref38","doi-asserted-by":"crossref","DOI":"10.4018\/978-1-5225-2023-8","volume-title":"Resource Allocation in Next-Generation Broadband Wireless Access Networks, ser Advances in Wireless Technologies and Telecommunication (2327\u20133305)","author":"Singhal","year":"2017"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.65109\/nccs4271"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2019.2927314"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1080\/1055678042000218966"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1201\/b10975"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2022.3227675"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2016.2623603"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2011.090611.102049"},{"key":"ref46","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511800481","volume-title":"Algorithmic Game Theory","author":"Nisan","year":"2007"},{"key":"ref47","first-page":"37555","article-title":"Reward-guided speculative decoding for efficient LLM reasoning","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Liao"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/11372515\/11217235.pdf?arnumber=11217235","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T21:10:49Z","timestamp":1770671449000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11217235\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":47,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2025.3625263","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":[[2026,3]]}}}