个人简介
博士,副教授,硕士生导师,太阳成集团tyc151cc。博士毕业于马德里理工大学,导师为 José Fernán Martínez。主要研究方向包括物联网安全与隐私保护、人工智能安全、联邦学习、模型反演与梯度反演,近期工作也涵盖数据追踪溯源、语义指纹和图像隐私保护等方向。主持国家自然科学基金青年项目、北京市教委科技计划面上项目等科研项目。详细个人简历。
欢迎加入课题组
欢迎对人工智能安全、联邦学习、隐私保护、模型反演和梯度反演感兴趣的硕士研究生、大二大三的本科生联系我。每年通常有约 2 个硕士招生名额,欢迎通过邮件联系,并附简历和成绩单。
课程教学
神经网络与深度学习(2023-至今:春季学期,本科生)
Security of Artificial Intelligence(2023-至今:春/秋季学期,研究生)
Intelligent Information Processing (2024-至今:秋季学期,本科生)
教育简历
马德里理工大学获得博士学位
郑州大学获得硕士学位
贵州师范大学获得学士学位
科研项目
(1) 国家自然科学基金委员会, 青年基金项目, 面向物联网的轻量联邦学习数据安全性研究, 主持
(2) 北京市教育委员会, 科技计划一般项目, 隐私保护的机器学习即服务研究, 主持
(3) 国家自然科学基金委员会, 重大研究计划, 面向工业互联网数据安全的高精度异常检测理论与溯源方法, 参与
代表性研究成果
· ^: supervised/co- supervised student *: corresponding author
(1) Chenxu Fan^, Yuwen Chen*, Qin Jiang, Haiyang Yu, Zhen Yang, "Practical Multi-Key Secure Aggregation with Homomorphic Hash Verification for Cross-Silo Federated Learning". In IEEE Transactions on Mobile Computing, 2026.(CCF A)
(2) Haoyu Liu^, Yuwen Chen*, Zhen Yang, "Adaptive Generative Model Inversion Attacks in Edge-Cloud Collaborative Inference Systems". In IEEE Transactions on Mobile Computing, 2026. CCF A)
(3) Chenxu Fan^, Yuwen Chen*, Qin Jiang, Ziwen Tang^, Haiyang Yu, Zhen Yang, "Triple-verifiable aggregation with parameter encoding for privacy-enhanced cross-device federated learning". In Applied Soft Computing, 197:115194. (中科院二区TOP)
(4) Yingge Li^, Xianlin Wu^, Yuwen Chen*, Haiyang Yu, Zhen Yang, "A gradient inversion attack defense method based on data augmentation". In Applied Intelligence, 55(14):965.
(5) Fahad Sabah^, Yuwen Chen, Zhen Yang, Muhammad Azam, Nadeem Ahmad, Raheem Sarwar, "Personalized federated learning with fairness, robustness, and collaboration incentives". In Applied Soft Computing, 183:113610.(中科院二区TOP)
(6) Xianlin Wu^, Yuwen Chen*, Haiyang Yu, Zhen Yang, "Privacy-preserving federated learning based on noise addition". In Expert Systems with Applications, 267:126228. (中科院一区TOP)
(7) Yuwen Chen, Shisong Yang^, José-Fernán Martínez-Ortega, Lourdes López-Santidrián, Zhen Yang, "A Resilient Group-Based Multisubset Data Aggregation Scheme for Smart Grid". In IEEE Internet of Things Journal, 10 (15):13649-13661.·(中科院一区TOP)
(8) Zhen Yang, Shisong Yang^, Yunbo Huang^, José-Fernán Martínez, Lourdes López-Santidrián, Yuwen Chen*, "AAIA: an efficient aggregation scheme against inverting attack for federated learning". In International Journal of Information Security, 22(4):919-930. (中国密码学会推荐期刊)
(9) Yuwen Chen, José-Fernán Martínez-Ortega, Lourdes López-Santidrián, Haiyang Yu, Zhen Yang, "A Dynamic Membership Group-Based Multiple-Data Aggregation Scheme for Smart Grid". In IEEE Internet of Things Journal, 8(15):12360-12374. (中科院一区TOP)