{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T20:07:27Z","timestamp":1780949247335,"version":"3.54.1"},"reference-count":61,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"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":["62231010"],"award-info":[{"award-number":["62231010"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1109\/tmc.2026.3664367","type":"journal-article","created":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T20:52:02Z","timestamp":1771015922000},"page":"10788-10799","source":"Crossref","is-referenced-by-count":0,"title":["Spectral-Convergent Decentralized Machine Learning: Theory and Application in Space Networks"],"prefix":"10.1109","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1930-9633","authenticated-orcid":false,"given":"Zhiyuan","family":"Zhai","sequence":"first","affiliation":[{"name":"Innovative College of Future Information, Fudan University, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7239-211X","authenticated-orcid":false,"given":"Shuyan","family":"Hu","sequence":"additional","affiliation":[{"name":"College of Electronics and Information Engineering and Shanghai Institute of Intelligent Science and Technology, Tongji University, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wei","family":"Ni","sequence":"additional","affiliation":[{"name":"School of Engineering, Edith Cowan University, Perth, WA, Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0433-6535","authenticated-orcid":false,"given":"Xiaojun","family":"Yuan","sequence":"additional","affiliation":[{"name":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2292-3845","authenticated-orcid":false,"given":"Xin","family":"Wang","sequence":"additional","affiliation":[{"name":"Innovative College of Future Information, Fudan University, Shanghai, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3472-1717","authenticated-orcid":false,"given":"Jie","family":"Wu","sequence":"additional","affiliation":[{"name":"China Telecom Cloud Computing Research Institute, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TSIPN.2022.3151242"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2020.2975749"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/S1389-1286(01)00302-4"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2017.2682318"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MCS.2007.338264"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2024.3520501"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3407584"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MGRS.2017.2762307"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2946140"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2025.3543295"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2025.3643906"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/tnnls.2025.3636440"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2025.3624200"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.23919\/ICN.2024.0008"},{"key":"ref15","first-page":"5381","article-title":"A unified theory of decentralized SGD with changing topology and local updates","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Koloskova"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2022.3152445"},{"key":"ref17","first-page":"13857","article-title":"Deep neural network fusion via graph matching with applications to model ensemble and federated learning","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Liu"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TCNS.2023.3242043"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3361451"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2025.3620950"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2025.3620108"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2025.3583109"},{"key":"ref23","first-page":"5336","article-title":"Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Lian"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2022.3202887"},{"key":"ref25","first-page":"2021","article-title":"FedPAQ: A communication-efficient federated learning method with periodic averaging and quantization","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","author":"Reisizadeh"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2022.3230938"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2019.8761315"},{"key":"ref28","first-page":"27479","article-title":"Topology-aware generalization of decentralized SGD","volume-title":"Proc. 39th Int. Conf. Mach. Learn.","author":"Zhu","year":"2022"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.23919\/icn.2024.0008"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ICCT62411.2024.10946644"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC48557.2020.9154332"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2024.3385443"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2022.3178378"},{"key":"ref34","article-title":"BrainTorrent: A peer-to-peer environment for decentralized federated learning","author":"Roy","year":"2019"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3499371"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3481275"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2025.3640709"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1117\/3.626196"},{"key":"ref39","first-page":"3478","article-title":"Decentralized stochastic optimization and gossip algorithms with compressed communication","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Koloskova"},{"key":"ref40","volume-title":"Introduction to Graph Theory","volume":"2","author":"West","year":"2001"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.52591\/lxai2020071310"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2024.3506950"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9413764"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE51399.2021.00040"},{"key":"ref45","first-page":"11374","article-title":"Fedmix: A simple and communication-efficient alternative to local methods in federated learning","volume-title":"Proc. Meta-Learn. Workshop Conf. Neural Inf. Process. Syst.","author":"Gasanov","year":"2022"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511804441"},{"key":"ref47","article-title":"Spectral norm regularization for improving the generalizability of deep learning","author":"Yoshida","year":"2017"},{"key":"ref48","first-page":"27479","article-title":"Topology-aware generalization of decentralized SGD","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Zhu"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139020411"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2012.2226173"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3313828"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.2969706"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-4145-2_7"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3847\/2041-8213\/ab8016"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1115\/1.1451162"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2876805"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.19044\/esj.2016.v12n9p55"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2019.2918242"},{"issue":"83","key":"ref59","first-page":"1","article-title":"CVXPY: A python-embedded modeling language for convex optimization","volume":"17","author":"Diamond","year":"2016","journal-title":"J. Mach. Learn. Res."},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2022.3223661"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.1995.10476177"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/11552380\/11396093.pdf?arnumber=11396093","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T19:55:27Z","timestamp":1780948527000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11396093\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":61,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2026.3664367","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":[[2026,7]]}}}