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zhangzp9970/README.md

Hi there 👋, I'm Zeping Zhang!

  • 🔭 I’m currently working on Artificial Intelligence Security, particularly Model Inversion Attacks (MIA)
  • 🌱 I’m currently persuing my Ph.D. degree on Cyber Science and Engineering in Southeast University, China.
  • 📫 How to reach me: zhangzp9970@outlook.com
  • 👯 I’m looking to collaborate on Artificial Intelligence Security and making differences!
  • 😄 Pronouns: zzp
  • ✒️ Motto: Independent of Sprit, Free of Mind. (独立之精神,自由之思想)

Papers📃

  • Z. Zhang, X. Wang, J. Huang, and S. Zhang, “Analysis and Utilization of Hidden Information in Model Inversion Attacks,” IEEE Transactions on Information Forensics and Security, vol. 18, pp. 4449–4462, 2023, doi: 10.1109/TIFS.2023.3295942. [Code]
  • Z. Zhang and J. Huang, “Aligning the domains in cross domain model inversion attack,” Neural Networks, vol. 178, p. 106490, Oct. 2024, doi: 10.1016/j.neunet.2024.106490. [Code]
  • Z. Zhang and J. Huang, “Exploiting the connections between images and deep feature vectors in model inversion attacks,” Neurocomputing, p. 131457, Sept. 2025, doi: 10.1016/j.neucom.2025.131457. [Code]
  • S. Zhang, J. Huang, Z. Zhang, and C. Qi, “Compromise Privacy in Large-Batch Federated Learning via Malicious Model Parameters,” in Algorithms and Architectures for Parallel Processing, W. Meng, R. Lu, G. Min, and J. Vaidya, Eds., in Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, 2023, pp. 63–80. doi: 10.1007/978-3-031-22677-9_4. [Code]
  • S. Zhang, J. Huang, Z. Zhang, P. Li, and C. Qi, “Compromise privacy in large-batch Federated Learning via model poisoning,” Information Sciences, vol. 647, p. 119421, Nov. 2023, doi: 10.1016/j.ins.2023.119421. [Code]
  • C. Liang, J. Huang, Z. Zhang, and S. Zhang, “Defending against model extraction attacks with OOD feature learning and decision boundary confusion,” Computers & Security, vol. 136, p. 103563, Jan. 2024, doi: 10.1016/j.cose.2023.103563.
  • P. Li, J. Huang, H. Wu, Z. Zhang, and C. Qi, “SecureNet: Proactive intellectual property protection and model security defense for DNNs based on backdoor learning,” Neural Networks, p. 106199, Feb. 2024, doi: 10.1016/j.neunet.2024.106199.
  • Y. Zhang, J. Huang, P. Li, Z. Zhang, and C. Ding, “T-TNet: A dual-dependency trigger framework for active defense and hierarchical access control via multi-domain information fusion,” Journal of Systems Architecture, vol. 168, p. 103544, Nov. 2025, doi: 10.1016/j.sysarc.2025.103544.

Pinned Loading

  1. MIA MIA Public

    Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

    Python 57 31

  2. Amplified-MIA Amplified-MIA Public

    Official code for paper: Z. Zhang, X. Wang, J. Huang and S. Zhang, "Analysis and Utilization of Hidden Information in Model Inversion Attacks," in IEEE Transactions on Information Forensics and Sec…

    Python 8 1

  3. DA-MIA DA-MIA Public

    Official code for paper: Z. Zhang and J. Huang, “Aligning the domains in cross domain model inversion attack,” Neural Networks, vol. 178, p. 106490, Oct. 2024, doi: 10.1016/j.neunet.2024.106490.

    Python 1

  4. Aug-MIA Aug-MIA Public

    Official code for paper: Z. Zhang and J. Huang, “Exploiting the connections between images and deep feature vectors in model inversion attacks,” Neurocomputing, p. 131457, Sept. 2025, doi: 10.1016/…

    Python

  5. torchplus torchplus Public

    torchplus is a utilities library that extends pytorch and torchvision

    Python 2

  6. VisioNeuralNet VisioNeuralNet Public

    Accelerate your research by easily plotting beautiful neural networks in Microsoft Visio!