{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T16:10:27Z","timestamp":1784131827572,"version":"3.55.0"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Signal Process."],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/tsp.2025.3594197","type":"journal-article","created":{"date-parts":[[2025,8,5]],"date-time":"2025-08-05T18:08:42Z","timestamp":1754417322000},"page":"3079-3093","source":"Crossref","is-referenced-by-count":4,"title":["On Purely Data-Driven Massive MIMO Detectors"],"prefix":"10.1109","volume":"73","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1544-1768","authenticated-orcid":false,"given":"Hao","family":"Ye","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of California, Santa Cruz, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8489-1933","authenticated-orcid":false,"given":"Le","family":"Liang","sequence":"additional","affiliation":[{"name":"National Mobile Communications Research Laboratory, Southeast University, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2014.6736761"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2014.2317671"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/s20102753"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2475242"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2009.932126"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2015.7282651"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2653119"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2014.2332349"},{"key":"ref9","article-title":"Approximate message passing with unitary transformation","author":"Guo","year":"2015"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2021.3114985"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3272525"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2020.2976585"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.2996144"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC48557.2020.9154283"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.23919\/JCC.2022.10.005"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2023.3321667"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.23919\/JCN.2022.000055"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3221057"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC.2017.8227772"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2020.3045199"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3218630"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2987375"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2024.3415175"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1561\/0100000001"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1137\/080716542"},{"key":"ref26","article-title":"Recurrent inference machines for solving inverse problems","author":"Putzky","year":"2017"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2016.2637366"},{"key":"ref28","first-page":"3391","article-title":"Deep sets","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","author":"Zaheer","year":"2017"},{"key":"ref29","first-page":"4363","article-title":"On the universality of invariant networks","volume-title":"Proc. Int. Conf. Mach. Learn. (ICML)","author":"Maron","year":"2019"},{"key":"ref30","first-page":"7092","article-title":"Universal invariant and equivariant graph neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"32","author":"Keriven","year":"2019"},{"key":"ref31","first-page":"652","article-title":"PointNet: Deep learning on point sets for 3D classification and segmentation","volume-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR)","author":"Qi","year":"2017"},{"key":"ref32","first-page":"1263","article-title":"Neural message passing for quantum chemistry","volume-title":"Proc. Int. Conf. Mach. Learn. (ICML)","author":"Gilmer","year":"2017"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM42002.2020.9322537"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/BF02551274"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/0893-6080(89)90020-8"},{"key":"ref36","first-page":"6487","article-title":"On the limitations of representing functions on sets","volume-title":"Proc. Int. Conf. Mach. Learn. (ICML)","author":"Wagstaff","year":"2019"},{"issue":"151","key":"ref37","first-page":"1","article-title":"Universal approximation of functions on sets","volume":"23","author":"Wagstaff","year":"2022","journal-title":"J. Mach. Learn. Res."},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s00365-021-09546-1"},{"key":"ref39","article-title":"Universal approximations of permutation invariant\/equivariant functions by deep neural networks","author":"Sannai","year":"2019"},{"key":"ref40","article-title":"On the universality of rotation equivariant point cloud networks","author":"Dym","year":"2020"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref42","first-page":"6231","article-title":"The expressive power of neural networks: A view from the width","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"30","author":"Lu","year":"2017"},{"key":"ref43","article-title":"Approximating continuous functions by ReLU nets of minimal width","author":"Hanin","year":"2017"},{"key":"ref44","first-page":"2306","article-title":"Universal approximation with deep narrow networks","volume-title":"Proc. Conf. Learn. Theory","author":"Kidger","year":"2020"},{"key":"ref45","article-title":"Vector approximate survey propagation","author":"Chen","year":"2023"},{"key":"ref46","first-page":"24261","article-title":"MLP-mixer: An all-MLP architecture for vision","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","volume":"34","author":"Tolstikhin","year":"2021"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ISSSE.1998.738086"},{"key":"ref48","article-title":"Gurobi optimizer reference manual","year":"2020"},{"key":"ref49","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/4234.951380"},{"key":"ref51","article-title":"Study on 3-D channel model for LTE","year":"2015"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TAP.2014.2310220"},{"key":"ref53","article-title":"Expressive power of invariant and equivariant graph neural networks","author":"Azizian","year":"2020"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1201\/9780203747940"}],"container-title":["IEEE Transactions on Signal Processing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/78\/10807692\/11113418.pdf?arnumber=11113418","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,18]],"date-time":"2025-08-18T19:49:10Z","timestamp":1755546550000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11113418\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":54,"URL":"https:\/\/doi.org\/10.1109\/tsp.2025.3594197","relation":{},"ISSN":["1053-587X","1941-0476"],"issn-type":[{"value":"1053-587X","type":"print"},{"value":"1941-0476","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}