model-inversion-attacks

There are 3 repositories under model-inversion-attacks topic.

AIJack
Koukyosyumei / AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
security machine-learning adversarial-attacks adversarial-examples adversarial-machine-learning membership-inference model-inversion-attacks evasion-attack poisoning-attacks privacy deep-learning homomorphic-encryption differential-privacy paillier paillier-cryptosystem federated-learning k-anonymity dbms
Language:C++ 333
EnnengYang / Awesome-Forgetting-in-Deep-Learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.
catastrophic-forgetting continual-learning domain-adaptation federated-learning forgetting generative-model machine-learning machine-unlearning meta-learning model-inversion-attacks reinforcement-learning self-supervised-learning data-free-knolwedge-distillation membership-inference-attacks overfitting model-attacks property-inference-attacks beneficial-forgetting coreset-selection deep-learning
162
AndrewZhou924 / Awesome-model-inversion-attack
A curated list of resources for model inversion attack (MIA).
deep-learning model-inversion-attack model-inversion-attacks robust-learning
98
ffhibnese / Model-Inversion-Attack-ToolBox
A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.
benchmarks toolbox trustworthy-ai machine-learning privacy model-inversion model-inversion-attacks
Language:Python 94
liuyugeng / ML-Doctor
Code for ML Doctor
machine-learning membership-inference-attack attribute-inference-attack model-inversion-attacks model-stealing differential-privacy knowledge-distillation
Language:Python 78
yashkant / model-inversion-attack
Implementation of the Model Inversion Attack introduced with Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures (Fredrikson Et al.)
model-inversion-attacks tensorflow
Language:Jupyter Notebook 76
LukasStruppek / Plug-and-Play-Attacks
[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".
face-recognition privacy-preserving-machine-learning privacy-attacks model-inversion machine-learning stylegan2 model-inversion-attacks
Language:Jupyter Notebook 31
tmlr-group / MC-GRA
[ICML 2023] "On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation"
graph-neural-networks graph-reconstruction model-inversion-attack model-inversion-attack-on-graphs model-inversion-attacks
Language:Python 31
Koukyosyumei / Attack_SplitNN
reveal the vulnerabilities of SplitNN
splitnn split-learning model-inversion membership-inference-attack model-inversion-attacks membership-inference privacy security-vulnerability attack-splitnn leakage paper attack notebook
Language:Python 28
sutd-visual-computing-group / Re-thinking_MI
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
celeba gans model-inversion-attacks pytorch model-augmentation ffhq
Language:Python 25
AndrewZhou924 / MC-GRA
[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
graph-reconstruction model-inversion-attack model-inversion-attacks graph-neural-networks model-inversion-attack-on-graphs
Language:Python 24
zhangzp9970 / MIA
Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures
ai-security model-inversion-attacks research deep-learning machine-learning
Language:Python 21
AlanPeng0897 / Defend_MI
Bilateral Dependency Optimization: Defending Against Model-inversion Attacks
model-inversion-attacks privacy-preserving-machine-learning
Language:Python 19
TTitcombe / Model-Inversion-SplitNN
Research into model inversion on SplitNN
splitnn model-inversion-attacks model-inversion split-neural-network research machine-learning privacy
Language:Jupyter Notebook 14
qwqoro / ML-Talk
📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools
adversarial-attacks adversarial-examples attack-model black-box-attacks black-box-model conference conference-talk evasion-attack evasion-attacks fast-track model-attack model-extraction model-inversion model-inversion-attack model-inversion-attacks talk talk-materials talk-notes talk-slides
Language:Jupyter Notebook 13
katekemu / model_inversion_defense
Implementation of "An Approximate Memory based Defense against Model Inversion Attacks to Neural Networks" and "MIDAS: Model Inversion Defenses Using an Approximate Memory System"
approximate-computing deep-learning defense model-inversion model-inversion-attacks pytorch model-inversion-attack
Language:Jupyter Notebook 1
ngoc-nguyen-0 / Re_thinking_MI
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
celeba-dataset gans model-augmentation model-inversion-attacks pytorch
Language:Python 1
Alvov1 / Model-Inversion-Attack-with-GAN
Implementation of the model inversion attack on the Gated-Recurrent-Unit neural network
neural-networks gated-recurrent-unit generative-adversarial-network model-inversion-attacks
Language:Python 0