model-inversion-attack

There are 1 repository under model-inversion-attack topic.

AndrewZhou924 / Awesome-model-inversion-attack
A curated list of resources for model inversion attack (MIA).
deep-learning model-inversion-attack robust-learning model-inversion-attacks
99
jeremy313 / Soteria
Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"
cvpr2021 federated-learning model-inversion-attack privacy
Language:Jupyter Notebook 50
shrebox / Privacy-Attacks-in-Machine-Learning
Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.
membership-inference-attack attribute-inference-attack model-inversion-attack pytorch
Language:Python 48
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
AndrewZhou924 / 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 24
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
Pilladian / ml-attack-framework
Universität des Saarlandes - Privacy Enhancing Technologies 2021 - Semester Project
privacy machine-learning attribute-inference-attack membership-inference-attack model-inversion-attack pytorch python
6
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
zhangzp9970 / Amplified-MIA
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
ai-security deep-learning model-inversion-attack research
Language:Python 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

model-inversion-attack

AndrewZhou924 / Awesome-model-inversion-attack

jeremy313 / Soteria

shrebox / Privacy-Attacks-in-Machine-Learning

tmlr-group / MC-GRA

AndrewZhou924 / MC-GRA

qwqoro / ML-Talk

Pilladian / ml-attack-framework

sarahsimionescu / simple-model-inversion

zhangzp9970 / Amplified-MIA

katekemu / model_inversion_defense