{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T18:50:39Z","timestamp":1775069439685,"version":"3.50.1"},"reference-count":39,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"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":["62472334"],"award-info":[{"award-number":["62472334"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62441211"],"award-info":[{"award-number":["62441211"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62272195"],"award-info":[{"award-number":["62272195"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U23A20303"],"award-info":[{"award-number":["U23A20303"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100015401","name":"Key Research and Development Projects of Shaanxi Province","doi-asserted-by":"publisher","award":["2024GX-ZDCYL-02-13"],"award-info":[{"award-number":["2024GX-ZDCYL-02-13"]}],"id":[{"id":"10.13039\/501100015401","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2025,7]]},"DOI":"10.1109\/tmc.2025.3545140","type":"journal-article","created":{"date-parts":[[2025,2,25]],"date-time":"2025-02-25T18:56:25Z","timestamp":1740509785000},"page":"6643-6657","source":"Crossref","is-referenced-by-count":9,"title":["LCEFL: A Lightweight Contribution Evaluation Approach for Federated Learning"],"prefix":"10.1109","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7249-5159","authenticated-orcid":false,"given":"Jingjing","family":"Guo","sequence":"first","affiliation":[{"name":"School of Cyber Engineering, Xidian University, Xi’an, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4720-1769","authenticated-orcid":false,"given":"Jiaxing","family":"Li","sequence":"additional","affiliation":[{"name":"School of Cyber Engineering, Xidian University, Xi’an, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3934-2177","authenticated-orcid":false,"given":"Zhiquan","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Cyber Security, Jinan University, Guangzhou, China"}]},{"given":"Yupeng","family":"Xiong","sequence":"additional","affiliation":[{"name":"School of Cyber Engineering, Xidian University, Xi’an, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3549-9035","authenticated-orcid":false,"given":"Yong","family":"Ma","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Technology, Jiangxi Normal University, Nanchang, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1902-9877","authenticated-orcid":false,"given":"Athanasios V.","family":"Vasilakos","sequence":"additional","affiliation":[{"name":"Department of Networks and Communications, College of Computer Science and Information Technology, Imam Abdulrahman Bin Faisal University (IAU), Dammam, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5583-4155","authenticated-orcid":false,"given":"Xinghua","family":"Li","sequence":"additional","affiliation":[{"name":"School of Cyber Engineering, Xidian University, Xi’an, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4251-1143","authenticated-orcid":false,"given":"Jianfeng","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Cyber Engineering, Xidian University, Xi’an, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3430032"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2023\/49"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2023.23171"},{"key":"ref4","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","author":"McMahan"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.phycom.2023.102128"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3323645"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2024.3450549"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2021.3063517"},{"key":"ref9","article-title":"Addressing budget allocation and revenue allocation in data market environments using an adaptive sampling algorithm","author":"Zhao","year":"2023"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.23919\/WiOpt52861.2021.9589136"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-017-0480-z"},{"key":"ref12","first-page":"2242","article-title":"Data Shapley: Equitable valuation of data for machine learning","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Ghorbani"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3501811"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE53745.2022.00073"},{"key":"ref15","article-title":"Fair yet asymptotically equal collaborative learning","author":"Lin","year":"2023"},{"key":"ref16","article-title":"When crowdsensing meets federated learning: Privacy-preserving mobile crowdsensing system","author":"Zhao","year":"2021"},{"key":"ref17","first-page":"16104","article-title":"Gradient driven rewards to guarantee fairness in collaborative machine learning","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Xu"},{"key":"ref18","article-title":"Personalized federated learning with inferred collaboration graphs","volume-title":"Proc. 40th Int. Conf. Mach. Learn.","author":"Ye"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3218704"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2023.3320862"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN54540.2023.10191625"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3449888"},{"key":"ref23","article-title":"A reputation mechanism is all you need: Collaborative fairness and adversarial robustness in federated learning","author":"Xu","year":"2020"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.11.031"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3249568"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63076-8_8"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63076-8_14"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.2971981"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1515\/9781400881970-018"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3320611"},{"key":"ref31","first-page":"793","article-title":"Efficient computation and analysis of distributional Shapley values","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","author":"Kwon"},{"key":"ref32","first-page":"3535","article-title":"A distributional framework for data valuation","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Ghorbani"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9413377"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01564"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3390\/computers12030060"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2022.10.026"},{"key":"ref37","first-page":"38060","article-title":"Model preserving compression for neural networks","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Chee"},{"key":"ref38","article-title":"On the convergence of FedAvg on non-IID data","author":"Li","year":"2019"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1002\/int.22879"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/7755\/11025553\/10902114.pdf?arnumber=10902114","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,6]],"date-time":"2025-06-06T17:44:12Z","timestamp":1749231852000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10902114\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7]]},"references-count":39,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2025.3545140","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":[[2025,7]]}}}