{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T21:58:21Z","timestamp":1772056701329,"version":"3.50.1"},"reference-count":56,"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\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2022YFA1003900"],"award-info":[{"award-number":["2022YFA1003900"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"name":"General Program of National Natural Science Foundation of China","award":["62471377"],"award-info":[{"award-number":["62471377"]}]},{"name":"Fundamental and Interdisciplinary Disciplines Breakthrough Plan of the Ministry of Education of China","award":["JYB2025XDXM101"],"award-info":[{"award-number":["JYB2025XDXM101"]}]},{"name":"Shaanxi Provincial Key Research and Development Program","award":["2023GXLH-005"],"award-info":[{"award-number":["2023GXLH-005"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["12125104"],"award-info":[{"award-number":["12125104"]}],"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":["12426313"],"award-info":[{"award-number":["12426313"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Fundamental and Interdisciplinary Disciplines Breakthrough Plan of the Ministry of Education of China","award":["JYB2025XDXM101"],"award-info":[{"award-number":["JYB2025XDXM101"]}]},{"name":"Key-Area Research and Development Program of Guangdong Province","award":["2025B1111120001"],"award-info":[{"award-number":["2025B1111120001"]}]},{"name":"Shaanxi Provincial Key Research and Development Program","award":["2023GXLH-005"],"award-info":[{"award-number":["2023GXLH-005"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Sel. Areas Commun."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/jsac.2025.3648954","type":"journal-article","created":{"date-parts":[[2025,12,26]],"date-time":"2025-12-26T18:24:06Z","timestamp":1766773446000},"page":"3104-3119","source":"Crossref","is-referenced-by-count":0,"title":["Generative Diffusion-Based Bayesian Modeling for Universal Channel Estimation"],"prefix":"10.1109","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2173-1430","authenticated-orcid":false,"given":"Runhua","family":"Li","sequence":"first","affiliation":[{"name":"School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7206-0641","authenticated-orcid":false,"given":"Jian","family":"Sun","sequence":"additional","affiliation":[{"name":"School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6688-0256","authenticated-orcid":false,"given":"Jiang","family":"Xue","sequence":"additional","affiliation":[{"name":"School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3502687"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3289502"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3087191"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2019.8761319"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3085895"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM46510.2021.9685707"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2021.3140102"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2019.1800635"},{"key":"ref9","article-title":"Propagation channel modeling by deep learning techniques","author":"Seyedsalehi","year":"2019","journal-title":"arXiv:1908.06767"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3422622"},{"key":"ref11","first-page":"5769","article-title":"Improved training of Wasserstein GANs","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Gulrajani"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/GCWkshps50303.2020.9367420"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3204835"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICC45855.2022.9839123"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.2970707"},{"key":"ref16","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. NIPS","volume":"33","author":"Ho"},{"key":"ref17","first-page":"1","article-title":"Learning end-to-end channel coding with diffusion models","volume-title":"Proc. 26th Int. ITG Workshop Smart Antennas 13th Conf. Syst. Commun. Coding (WSA SCC)","author":"Kim"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2007.382406"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2019.2916786"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2024.3369702"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2022.3173083"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3179600"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/WCNC49053.2021.9417560"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICNLP58431.2023.00089"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2020.3014382"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2019.2943455"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2851783"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3333665"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM54140.2023.10436847"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC60668.2024.10694129"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2024.3480314"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2025.3543202"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/WCSP52459.2021.9613362"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3220784"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2024.3474570"},{"key":"ref36","article-title":"HyperNetworks","author":"Ha","year":"2016","journal-title":"arXiv:1609.09106"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2023.3330878"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.23919\/JCIN.2024.10582829"},{"key":"ref39","article-title":"Large language model-empowered channel prediction and predictive beamforming for LEO satellite communications","author":"Chen","year":"2025","journal-title":"arXiv:2510.10561"},{"key":"ref40","article-title":"Exploring the potential of large language models for massive MIMO CSI feedback","author":"Cui","year":"2025","journal-title":"arXiv:2501.10630"},{"key":"ref41","volume-title":"Study on Channel Model for Frequencies From 0.5 to 100GHz","year":"2017"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/WNIS.2009.31"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1312.6114"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/iccc65529.2025.11148774"},{"key":"ref45","first-page":"1","article-title":"Denoising diffusion implicit models","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Song"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01268"},{"key":"ref47","article-title":"Attention is all you need","author":"Vaswani","year":"2017","journal-title":"arXiv:1706.03762"},{"key":"ref48","article-title":"Scaling rectified flow transformers for high-resolution image synthesis","author":"Esser","year":"2024","journal-title":"arXiv:2403.03206"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00041"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.23919\/EuCAP53622.2022.9768994"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2019.2898944"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/ICC52391.2025.11160810"},{"issue":"8","key":"ref53","first-page":"2507","article-title":"Sionna: An open-source library for next-generation physical layer research","volume":"41","author":"Hoydis","year":"2023","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref54","volume-title":"Nvidia H100 Tensor Core Gpu Architecture","year":"2022"},{"key":"ref55","volume-title":"Qualcomm Cloud AI 100: Industry Leading Ai Inference Performance for the Data Center","year":"2020"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICC51166.2024.10622313"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/49\/11372474\/11316498.pdf?arnumber=11316498","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T20:57:04Z","timestamp":1772053024000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11316498\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/jsac.2025.3648954","relation":{},"ISSN":["1558-0008","0733-8716"],"issn-type":[{"value":"1558-0008","type":"electronic"},{"value":"0733-8716","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]}}}