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My-Model-Inversion-Attacks

Collection of code of the model inversion attacks proposed by me.

Papers📃

  • Amplified-MIA -- 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.
  • DA-MIA -- 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.
  • Aug-MIA -- 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.
  • Mapping-MIA -- Z. Zhang, J. Huang, and C. Ding, “Flexible Model Inversion Attack with soft biometric attribute reconstruction against face classifiers,” Journal of Systems Architecture, p. 103739, Feb. 2026, doi: 10.1016/j.sysarc.2026.103739.

License

Copyright © 2026 Zeping Zhang

This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see http://www.gnu.org/licenses/.

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Collection of code of the model inversion attacks proposed by me.

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