Enhanced membership inference attack method leveraging data characteristics

NIU Jun; SHEN Kuo; WANG Yuecong; HAN Xuexue; ZHANG Jiawei; LI Xinghua; ZHANG Yuqing

doi:10.11959/j.issn.1000-436x.2025162

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Enhanced membership inference attack method leveraging data characteristics

Correspondences | 更新时间：2025-10-27

- Enhanced membership inference attack method leveraging data characteristics
- Journal on Communications Vol. 46, Issue 9, Pages: 275-291(2025)
- 作者机构：
  
  1.西安电子科技大学网络与信息安全学院，陕西西安 710126
  2.西安电子科技大学杭州研究院，浙江杭州 311231
  3.西安电子科技大学通信工程学院，陕西西安 710071
  4.国家计算机网络入侵防范中心（中国科学院大学），北京 101408
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(U2336203;62125205;U23A20303);The National Key Research and Development Program of China(2023YFB3106400;2023QY1202);The Beijing Natural Science Foundation(L242015;4242031);The Innovation Fund of Xidian University(GNYZ2024QC009);The Fundamental Research Funds for the Central Universities(ZYTS25066);The Natural Science Basic Research Program of Shaanxi(2024JC-YBMS-544)
- DOI：10.11959/j.issn.1000-436x.2025162
  CLC： TP391
- Received：13 May 2025，
  
  Revised：2025-09-17，
  
  Accepted：18 September 2025，
  
  Published：25 September 2025
- 稿件说明：
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牛俊,沈括,王月琮等.基于数据特征的成员推理增强攻击方法[J].通信学报,2025,46(09):275-291.

NIU Jun,SHEN Kuo,WANG Yuecong,et al.Enhanced membership inference attack method leveraging data characteristics[J].Journal on Communications,2025,46(09):275-291.
牛俊,沈括,王月琮等.基于数据特征的成员推理增强攻击方法[J].通信学报,2025,46(09):275-291. DOI： 10.11959/j.issn.1000-436x.2025162.

NIU Jun,SHEN Kuo,WANG Yuecong,et al.Enhanced membership inference attack method leveraging data characteristics[J].Journal on Communications,2025,46(09):275-291. DOI： 10.11959/j.issn.1000-436x.2025162.

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Enhanced membership inference attack method leveraging data characteristics

DOI：10.11959/j.issn.1000-436x.2025162