model-inversion-attacks

Here are 18 public repositories matching this topic...

Koukyosyumei / AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

security machine-learning privacy deep-learning dbms paillier homomorphic-encryption differential-privacy adversarial-machine-learning adversarial-examples paillier-cryptosystem adversarial-attacks federated-learning k-anonymity model-inversion-attacks membership-inference evasion-attack poisoning-attacks

Updated May 10, 2024
C++

liuyugeng / ML-Doctor

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Code for ML Doctor

machine-learning knowledge-distillation differential-privacy model-inversion-attacks attribute-inference-attack membership-inference-attack model-stealing

Updated Aug 14, 2024
Python

yashkant / model-inversion-attack

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Implementation of the Model Inversion Attack introduced with Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures (Fredrikson Et al.)

tensorflow model-inversion-attacks

Updated Feb 26, 2023
Jupyter Notebook

EnnengYang / Awesome-Forgetting-in-Deep-Learning

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A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

machine-learning reinforcement-learning deep-learning generative-model domain-adaptation meta-learning overfitting machine-unlearning federated-learning continual-learning catastrophic-forgetting self-supervised-learning model-inversion-attacks forgetting membership-inference-attacks coreset-selection data-free-knolwedge-distillation property-inference-attacks model-attacks beneficial-forgetting

Updated Nov 10, 2024

LukasStruppek / Plug-and-Play-Attacks

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[ICML 2022 / ICLR 2024] Source code for our papers "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks" and "Be Careful What You Smooth For".

machine-learning face-recognition model-inversion privacy-preserving-machine-learning model-inversion-attacks stylegan2 privacy-attacks

Updated Aug 7, 2024
Jupyter Notebook

AndrewZhou924 / Awesome-model-inversion-attack

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A curated list of resources for model inversion attack (MIA).

deep-learning model-inversion-attacks robust-learning model-inversion-attack

Updated Jul 12, 2024

ffhibnese / Model-Inversion-Attack-ToolBox

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A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.

machine-learning privacy toolbox benchmarks model-inversion model-inversion-attacks trustworthy-ai

Updated Oct 18, 2024
Python

zhangzp9970 / MIA

Star

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

machine-learning research deep-learning ai-security model-inversion-attacks

Updated Oct 6, 2023
Python

Koukyosyumei / Attack_SplitNN

Sponsor

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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

Updated Jun 16, 2022
Python

AlanPeng0897 / Defend_MI

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[KDD 2022] "Bilateral Dependency Optimization: Defending Against Model-inversion Attacks"

privacy-preserving-machine-learning model-inversion-attacks

Updated Jan 4, 2024
Python

sutd-visual-computing-group / Re-thinking_MI

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[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks

pytorch gans celeba model-inversion-attacks ffhq model-augmentation

Updated Nov 12, 2023
Python

qwqoro / ML-Talk

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📄 [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

Updated May 23, 2023
Jupyter Notebook

TTitcombe / Model-Inversion-SplitNN

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Research into model inversion on SplitNN

machine-learning privacy research model-inversion model-inversion-attacks splitnn split-neural-network

Updated Feb 20, 2024
Jupyter Notebook

AndrewZhou924 / MC-GRA

Star

[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

Updated Nov 10, 2023
Python

katekemu / model_inversion_defense

Star

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