{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T15:09:05Z","timestamp":1772118545479,"version":"3.50.1"},"reference-count":10,"publisher":"Wiley","issue":"5","license":[{"start":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T00:00:00Z","timestamp":1756166400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Internet Technology Letters"],"published-print":{"date-parts":[[2025,9]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>Real\u2010time multi\u2010view sports streaming poses challenges in latency, Quality of Experience (QoE), and bandwidth efficiency under dynamic wireless conditions. Traditional centralized methods struggle to meet the demands of personalized viewing in 5G\/6G environments. This paper presents CEFLM, a Collaborative Edge Framework empowered by Large Models, which integrates a transformer\u2010based predictor for user viewpoints, a QoE\u2010aware stream selector, and a federated multi\u2010agent scheduler across edge nodes. A cross\u2010layer optimization module further refines video quality and resource allocation. To evaluate CEFLM, we construct two datasets\u2014MVSports\u2010360 with synchronized multi\u2010view annotations and YouTube MV\u2010Highlights with aligned sports highlights. Experimental results show CEFLM achieves a Top\u20101 viewpoint accuracy of 84.6%, reduces latency by 24%, and improves QoE by 10% over strong baselines. Compared to a recent RL\u2010based method, CEFLM increases QoE by 9.8% and lowers rebuffering. Ablation studies confirm that removing the large model or edge collaboration degrades performance, with QoE dropping by up to 7.9%. These results validate the effectiveness of CEFLM in enhancing adaptive, user\u2010centric multimedia delivery in future wireless networks.<\/jats:p>","DOI":"10.1002\/itl2.70122","type":"journal-article","created":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T08:16:40Z","timestamp":1756196200000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Real\u2010Time Sports Event Multi\u2010View Streaming Optimization With Large Models: A Collaborative Edge Framework in\n                    <scp>5G<\/scp>\n                    \/\n                    <scp>6G<\/scp>\n                    Wireless Networks"],"prefix":"10.1002","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-7819-8958","authenticated-orcid":false,"given":"Fa","family":"Zhang","sequence":"first","affiliation":[{"name":"Jilin Sport University  Changchun China"}]}],"member":"311","published-online":{"date-parts":[[2025,8,26]]},"reference":[{"key":"e_1_2_6_2_1","doi-asserted-by":"publisher","DOI":"10.3390\/s23073682"},{"key":"e_1_2_6_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11276-015-1028-7"},{"key":"e_1_2_6_4_1","unstructured":"B.Sedlak V. C.Pujol A.Morichetta et al. \u201cAdaptive Stream Processing on Edge Devices Through Active Inference \u201d preprint arXiv:2409.17937 2024."},{"key":"e_1_2_6_5_1","doi-asserted-by":"publisher","DOI":"10.3390\/sym17020194"},{"key":"e_1_2_6_6_1","first-page":"10572","article-title":"Fedavg With Fine Tuning: Local Updates Lead to Representation Learning","volume":"35","author":"Collins L.","year":"2022","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_2_6_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2013.2281606"},{"key":"e_1_2_6_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3098822.3098843"},{"key":"e_1_2_6_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2904348"},{"key":"e_1_2_6_10_1","doi-asserted-by":"publisher","DOI":"10.3390\/s22062171"},{"key":"e_1_2_6_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2020.2996964"}],"container-title":["Internet Technology Letters"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/itl2.70122","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T18:26:04Z","timestamp":1761071164000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/itl2.70122"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,26]]},"references-count":10,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2025,9]]}},"alternative-id":["10.1002\/itl2.70122"],"URL":"https:\/\/doi.org\/10.1002\/itl2.70122","archive":["Portico"],"relation":{"has-review":[{"id-type":"doi","id":"10.1002\/ITL2.70122\/v2\/review1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v2\/response1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v3\/decision1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v2\/decision1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v2\/review2","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v1\/decision1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v1\/review3","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v3\/review2","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v3\/review1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v1\/review2","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v1\/review1","asserted-by":"object"},{"id-type":"doi","id":"10.1002\/ITL2.70122\/v3\/response1","asserted-by":"object"}]},"ISSN":["2476-1508","2476-1508"],"issn-type":[{"value":"2476-1508","type":"print"},{"value":"2476-1508","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,26]]},"assertion":[{"value":"2025-05-06","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-08-10","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-08-26","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e70122"}}