model-inversion

There are 1 repository under model-inversion topic.

PrivacyRaven
trailofbits / PrivacyRaven
Privacy Testing for Deep Learning
machine-learning deep-learning python privacy privacy-preserving-machine-learning privacy-enhancing-technologies membership-inference model-extraction model-inversion
Language:Python 178
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
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
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
wangkua1 / vmi
Code for "Variational Model Inversion Attacks" Wang et al., NeurIPS2021
machine-learning generative-models model-inversion privacy-attacks
Language:Python 20
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
alexandershaw4 / aoptim
a gradient-based optimisation routine for highly parameterised non-linear dynamical models
optimization-algorithms gradient-descent curvature-descent parameter-estimation system-identification numerical-optimization model-fitting dynamical-systems differential-equations neuroscience computational-neuroscience dcm dynamical-modeling objective-functions neural-mass model-inversion nmm
Language:MATLAB 3
sarahsimionescu / simple-model-inversion
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
model-inversion model-inversion-attack face-recognition tensorflow
Language:Jupyter Notebook 3
stepan-a / dsge-model-inversion
dynare extended-path model-inversion
2
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