A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.
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Sep 23, 2025 - Python
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model-inversion-attacks
Here are 14 public repositories matching this topic...
Code for ML Doctor
machine-learning knowledge-distillation differential-privacy model-inversion-attacks attribute-inference-attack membership-inference-attack model-stealing
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Aug 14, 2024 - Python
Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures
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Sep 28, 2025 - Python
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
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Nov 12, 2023 - Python
[ICML 2023] "On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation"
graph-neural-networks model-inversion-attacks model-inversion-attack graph-reconstruction model-inversion-attack-on-graphs
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Nov 10, 2023 - Python
reveal the vulnerabilities of SplitNN
privacy attack notebook paper security-vulnerability leakage model-inversion model-inversion-attacks split-learning membership-inference-attack splitnn membership-inference attack-splitnn
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Jun 16, 2022 - Python
[KDD 2022] "Bilateral Dependency Optimization: Defending Against Model-inversion Attacks"
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Sep 11, 2025 - Python
[ICML 2023] "On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation"
graph-neural-networks model-inversion-attacks model-inversion-attack graph-reconstruction model-inversion-attack-on-graphs
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Nov 10, 2023 - Python
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 Security, doi: 10.1109/TIFS.2023.3295942
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Sep 28, 2025 - Python
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
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Apr 8, 2023 - Python
torchplus is a utilities library that extends pytorch and torchvision
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Sep 28, 2025 - Python
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.
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Sep 28, 2025 - Python
Implementation of the model inversion attack on the Gated-Recurrent-Unit neural network
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Dec 23, 2022 - Python
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/j.neucom.2025.131457.
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Sep 28, 2025 - Python
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