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IVA-FL: An information-value-aware federated learning framework for Privacy-Preserving Financial data Risk Management.

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Title: IVA-FL: An information-value-aware federated learning framework for Privacy-Preserving Financial data Risk Management.
Authors: Wu J; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China., Xu H; Department of Artificial Intelligence and Data Science, Guangzhou Xinhua University, Guangzhou, Guangdong, China., Zhang T; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China., Xu R; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China., Wu H; College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China., Huang Z; Department of Education Technology, Qingdao Hengxing University, Qingdao, Shandong, China.
Source: PloS one [PLoS One] 2026 Mar 20; Vol. 21 (3), pp. e0344251. Date of Electronic Publication: 2026 Mar 20 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Wu+J%22">Wu J</searchLink>; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Xu+H%22">Xu H</searchLink>; Department of Artificial Intelligence and Data Science, Guangzhou Xinhua University, Guangzhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhang+T%22">Zhang T</searchLink>; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Xu+R%22">Xu R</searchLink>; School of Accounting, Guangzhou Xinhua University, Guangzhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Wu+H%22">Wu H</searchLink>; College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Huang+Z%22">Huang Z</searchLink>; Department of Education Technology, Qingdao Hengxing University, Qingdao, Shandong, China.
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  Data: <searchLink fieldCode="JN" term="%22101285081%22">PloS one</searchLink> [PLoS One] 2026 Mar 20; Vol. 21 (3), pp. e0344251. <i>Date of Electronic Publication: </i>2026 Mar 20 (<i>Print Publication: </i>2026).
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