Personalized differential privacy federated learning method for collaborative spectrum sensing

Tang Xiangyun; Kang Jiawen; Han Xu; Zhang Tao; Liu Yinqiu; Sun Geng; Jiao Yutao

doi:10.11959/j.issn.1000-436x.2026067

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Personalized differential privacy federated learning method for collaborative spectrum sensing

Papers | 更新时间：2026-05-11

- Personalized differential privacy federated learning method for collaborative spectrum sensing
- Journal on Communications Vol. 47, Issue 4, Pages: 97-112(2026)
- 作者机构：
  
  1.中央民族大学信息工程学院，北京 100081
  2.广东工业大学自动化学院，广东广州 510006
  3.北京交通大学网络空间安全学院，北京 100091
  4.新加坡南洋理工大学，新加坡 639798
  5.吉林大学计算机科学与技术学院，吉林长春 130012
  6.中国人民解放军陆军工程大学通信工程学院，江苏南京 210007
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(62572132;62572502;62571548);National Cryptography Foundation (NSFC)(2025NCSF02030);NSFC Youth Science Fund Project (Category C)(62302539;62402029);Beijing Natural Science Foundation Fengtai Joint Fund(L251041)
- DOI：10.11959/j.issn.1000-436x.2026067
  CLC： TN92
- Received：01 December 2025，
  
  Revised：2026-03-04，
  
  Accepted：11 March 2026，
  
  Published：20 April 2026
- 稿件说明：
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唐湘云,康嘉文,韩旭等.面向协作频谱感知的个性化差分隐私联邦学习方法[J].通信学报,2026,47(04):97-112.

Tang Xiangyun,Kang Jiawen,Han Xu,et al.Personalized differential privacy federated learning method for collaborative spectrum sensing[J].Journal on Communications,2026,47(04):97-112.
唐湘云,康嘉文,韩旭等.面向协作频谱感知的个性化差分隐私联邦学习方法[J].通信学报,2026,47(04):97-112. DOI： 10.11959/j.issn.1000-436x.2026067.

Tang Xiangyun,Kang Jiawen,Han Xu,et al.Personalized differential privacy federated learning method for collaborative spectrum sensing[J].Journal on Communications,2026,47(04):97-112. DOI： 10.11959/j.issn.1000-436x.2026067.

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Personalized differential privacy federated learning method for collaborative spectrum sensing

DOI：10.11959/j.issn.1000-436x.2026067