{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T16:28:47Z","timestamp":1778603327715,"version":"3.51.4"},"reference-count":49,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"NSF of Guangdong Province","award":["2024A1515010192"],"award-info":[{"award-number":["2024A1515010192"]}]},{"name":"Research Grants Council of the Hong Kong Special Administrative Region, China","award":["CityU 11202925"],"award-info":[{"award-number":["CityU 11202925"]}]},{"name":"Research Grants Council of the Hong Kong Special Administrative Region, China","award":["CityU 11202124"],"award-info":[{"award-number":["CityU 11202124"]}]},{"name":"Innovation and Technology Commission of Hong Kong","award":["MHP\/072\/23"],"award-info":[{"award-number":["MHP\/072\/23"]}]},{"name":"CityU SRG-Fd","award":["11205323"],"award-info":[{"award-number":["11205323"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1109\/tmc.2025.3647644","type":"journal-article","created":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T18:32:38Z","timestamp":1766514758000},"page":"8268-8284","source":"Crossref","is-referenced-by-count":1,"title":["<i>SwiftChannel<\/i>\n                    : Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation"],"prefix":"10.1109","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-7331-7700","authenticated-orcid":false,"given":"Shengzhe","family":"Lyu","sequence":"first","affiliation":[{"name":"Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3748-577X","authenticated-orcid":false,"given":"Yuhan","family":"She","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4184-0762","authenticated-orcid":false,"given":"Di","family":"Duan","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, The Chinese University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0671-3020","authenticated-orcid":false,"given":"Tao","family":"Ni","sequence":"additional","affiliation":[{"name":"Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8309-9898","authenticated-orcid":false,"given":"Yu Hin","family":"Chan","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0293-0781","authenticated-orcid":false,"given":"Chengwen","family":"Luo","sequence":"additional","affiliation":[{"name":"National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6764-0729","authenticated-orcid":false,"given":"Ray C. C.","family":"Cheung","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9741-5912","authenticated-orcid":false,"given":"Weitao","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/VETEC.1995.504981"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/26.701317"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2020.2992791"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2019.2898944"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2019.2962796"},{"key":"ref6","first-page":"1","article-title":"Low complexity channel estimation with neural network solutions","volume-title":"Proc. 25th Int. ITG Workshop Smart Antennas","author":"Luan","year":"2021"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3244484"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/GCWkshps52748.2021.9682149"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3329945"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2024.3524911"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2024.3371780"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TVLSI.2023.3274555"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/VLSID60093.2024.00045"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2021.3117886"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2020.3023023"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2022.3191334"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2023.3258484"},{"key":"ref18","article-title":"5G; NR; Physical channels and modulation","year":"2024","journal-title":""},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2021.3084398"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3168876"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3246264"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2015.2463260"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2019.2925975"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3085895"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2021.3078502"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2018.2877965"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2014.6736761"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00232"},{"key":"ref30","first-page":"11863","article-title":"Simam: A simple, parameter-free attention module for convolutional neural networks","volume-title":"Proc. 38th Int. Conf. Mach. Learn.","author":"Yang","year":"2021"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2022.3199733"},{"key":"ref32","article-title":"Parameter-free channel attention for image classification and super-resolution","author":"Shi","year":"2023"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW63382.2024.00628"},{"key":"ref34","article-title":"Distilling the knowledge in a neural network","author":"Hinton","year":"2015"},{"key":"ref35","first-page":"8935","article-title":"Residual distillation: Towards portable deep neural networks without shortcuts","volume-title":"Proc. 34th Int. Conf. Neural Inf. Process. Syst.","volume":"33","author":"Li","year":"2020"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/3624990"},{"key":"ref37","article-title":"Fitnets: Hints for thin deep nets","author":"Romero","year":"2014"},{"key":"ref38","article-title":"Paying more attention to attention: Improving the performance of convolutional neural networks via attention transfer","author":"Zagoruyko","year":"2016"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00145"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01352"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2017.2705069"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/HPCA51647.2021.00027"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3490422.3502364"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2019.2897701"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180842"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3579371.3589076"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3020078.3021736"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/2684746.2689060"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46475-6_25"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/11511860\/11311690.pdf?arnumber=11311690","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T19:43:01Z","timestamp":1778269381000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11311690\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":49,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2025.3647644","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":[[2026,6]]}}}