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Knowledge-driven federated learning: A systematic literature review on approaches, challenges, and prospects.

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Title: Knowledge-driven federated learning: A systematic literature review on approaches, challenges, and prospects.
Authors: Lin, Xiaogang1, lxg@sues.edu.cn, Zhao, Xiaoli1, zhaoxiaoli@sues.edu.cn, Yin, Zilong1, zilong_yin@163.com, Pan, Hao1, ph@sues.edu.cn, Jing, Panzhao2, 22121214106@stu.xidian.edu.cn, Li, Weishan3, 221040006@hdu.edu.cn, Wang, Kangwei1, kangweiwang2024@163.com, Shu, Yincan1, ssyycc1123@163.com
Source: Journal of Supercomputing; Jun2025, Vol. 81 Issue 8, p1-40, 40p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
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PubType: Academic Journal
PubTypeId: academicJournal
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  Data: Knowledge-driven federated learning: A systematic literature review on approaches, challenges, and prospects.
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  Data: <searchLink fieldCode="AU" term="%22Lin%2C+Xiaogang%22">Lin, Xiaogang</searchLink><relatesTo>1</relatesTo>, <i>lxg@sues.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhao%2C+Xiaoli%22">Zhao, Xiaoli</searchLink><relatesTo>1</relatesTo>, <i>zhaoxiaoli@sues.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Yin%2C+Zilong%22">Yin, Zilong</searchLink><relatesTo>1</relatesTo>, <i>zilong_yin@163.com</i><br /><searchLink fieldCode="AU" term="%22Pan%2C+Hao%22">Pan, Hao</searchLink><relatesTo>1</relatesTo>, <i>ph@sues.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Jing%2C+Panzhao%22">Jing, Panzhao</searchLink><relatesTo>2</relatesTo>, <i>22121214106@stu.xidian.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Weishan%22">Li, Weishan</searchLink><relatesTo>3</relatesTo>, <i>221040006@hdu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Kangwei%22">Wang, Kangwei</searchLink><relatesTo>1</relatesTo>, <i>kangweiwang2024@163.com</i><br /><searchLink fieldCode="AU" term="%22Shu%2C+Yincan%22">Shu, Yincan</searchLink><relatesTo>1</relatesTo>, <i>ssyycc1123@163.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Journal+of+Supercomputing%22">Journal of Supercomputing</searchLink>; Jun2025, Vol. 81 Issue 8, p1-40, 40p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=185927620
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        Value: 10.1007/s11227-025-07516-z
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      – Code: eng
        Text: English
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              Text: Jun2025
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