A curated list of resources for model inversion attack (MIA).
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Dec 24, 2024
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model-inversion-attack
Here are 10 public repositories matching this topic...
Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.
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Oct 4, 2024 - Python
Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"
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May 4, 2023 - Jupyter Notebook
[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
[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
📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools
conference talk model-extraction fast-track conference-talk model-inversion black-box-model adversarial-examples adversarial-attacks talk-slides black-box-attacks model-inversion-attacks attack-model model-attack talk-notes evasion-attack evasion-attacks talk-materials model-inversion-attack
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May 23, 2023 - Jupyter Notebook
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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Jan 30, 2024 - Python
Universität des Saarlandes - Privacy Enhancing Technologies 2021 - Semester Project
python machine-learning privacy pytorch attribute-inference-attack membership-inference-attack model-inversion-attack
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Sep 25, 2021
My attempt to recreate the attack described in "Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures" by Fredrikson et al. in 2015 using Tensorflow 2.9.1
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Jul 15, 2022 - Jupyter Notebook
Implementation of "An Approximate Memory based Defense against Model Inversion Attacks to Neural Networks" and "MIDAS: Model Inversion Defenses Using an Approximate Memory System"
deep-learning pytorch defense model-inversion approximate-computing model-inversion-attacks model-inversion-attack
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Jun 25, 2022 - Jupyter Notebook
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