{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T23:55:33Z","timestamp":1773186933687,"version":"3.50.1"},"reference-count":27,"publisher":"Tsinghua University Press","issue":"4","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62322103"],"award-info":[{"award-number":["62322103"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Big Data Min. Anal."],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.26599\/bdma.2024.9020029","type":"journal-article","created":{"date-parts":[[2024,12,4]],"date-time":"2024-12-04T19:23:58Z","timestamp":1733340238000},"page":"1031-1049","source":"Crossref","is-referenced-by-count":5,"title":["Large-Scale Model Meets Federated Learning: A Hierarchical Hybrid Distributed Training Mechanism for Intelligent Intersection Large-Scale Model"],"prefix":"10.26599","volume":"7","author":[{"given":"Chang","family":"Liu","sequence":"first","affiliation":[{"name":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"}]},{"given":"Shaoyong","family":"Guo","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"}]},{"given":"Fangfang","family":"Dang","sequence":"additional","affiliation":[{"name":"Network Security Center, State Grid Henan Electric Power Company Information Communication Branch,Zhengzhou,China,450052"}]},{"given":"Xuesong","family":"Qiu","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"}]},{"given":"Sujie","family":"Shao","sequence":"additional","affiliation":[{"name":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"}]}],"member":"11138","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-020-09099-8"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/technologies10010005"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2022.127083"},{"key":"ref4","article-title":"MiniGPT-4: Enhancing vision-language understanding with advanced large language models","author":"Zhu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-023-06455-0"},{"key":"ref6","article-title":"BloombergGPT: A large language model for finance","author":"Wu","year":"2023","journal-title":"arXiv preprint"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2022.3178211"},{"key":"ref8","article-title":"Attention is all you need","volume-title":"Advances in Neural Information Processing Systems (NIPS 2017)","author":"Vaswani"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/WACVW60836.2024.00106"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/lra.2024.3440097"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TIV.2023.3327715"},{"key":"ref12","article-title":"TrafficSafetyGPT: Tuning a pre-trained large language model to a domain-specific expert in transportation safety","author":"Zheng","year":"2023","journal-title":"arXiv preprint"},{"key":"ref13","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artificial Intelligence and Statistics","author":"McMahan"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9148862"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-22496-7_5"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2022.3230938"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/app10082864"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.21437\/interspeech.2015-354"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9413697"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2020.3046971"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3073112"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM53939.2023.10229032"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102028"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8486403"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i4.16431"},{"key":"ref26","article-title":"LoRA: Low-rank adaptation of large language models","author":"Hu","year":"2021","journal-title":"arXiv preprint"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.02067"}],"container-title":["Big Data Mining and Analytics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/8254253\/10778131\/10778151.pdf?arnumber=10778151","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,5]],"date-time":"2024-12-05T06:27:45Z","timestamp":1733380065000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10778151\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12]]},"references-count":27,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.26599\/bdma.2024.9020029","relation":{},"ISSN":["2096-0654","2097-406X"],"issn-type":[{"value":"2096-0654","type":"print"},{"value":"2097-406X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12]]}}}