Topic: "model-inversion-attacks"
Koukyosyumei/AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
Language: C++ - Size: 152 MB - Last synced at: about 15 hours ago - Pushed at: 27 days ago - Stars: 389 - Forks: 63

EnnengYang/Awesome-Forgetting-in-Deep-Learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.
Size: 515 KB - Last synced at: about 19 hours ago - Pushed at: about 21 hours ago - Stars: 301 - Forks: 13

ffhibnese/Model-Inversion-Attack-ToolBox
A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.
Language: Python - Size: 101 MB - Last synced at: 29 days ago - Pushed at: about 2 months ago - Stars: 172 - Forks: 9

AndrewZhou924/Awesome-model-inversion-attack
[arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"
Size: 505 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 171 - Forks: 12

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.)
Language: Jupyter Notebook - Size: 180 KB - Last synced at: 24 days ago - Pushed at: about 2 years ago - Stars: 84 - Forks: 21

liuyugeng/ML-Doctor
Code for ML Doctor
Language: Python - Size: 123 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 83 - Forks: 23

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".
Language: Jupyter Notebook - Size: 1.01 MB - Last synced at: 5 months ago - Pushed at: 9 months ago - Stars: 38 - Forks: 10

Koukyosyumei/Attack_SplitNN
reveal the vulnerabilities of SplitNN
Language: Python - Size: 58 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 30 - Forks: 6

tmlr-group/MC-GRA Fork of AndrewZhou924/MC-GRA
[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
Language: Python - Size: 11.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 0

AlanPeng0897/Defend_MI
[KDD 2022] "Bilateral Dependency Optimization: Defending Against Model-inversion Attacks"
Language: Python - Size: 17.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 24 - Forks: 6

AndrewZhou924/MC-GRA
[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
Language: Python - Size: 11.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 1

zhangzp9970/MIA
Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures
Language: Python - Size: 2.96 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 18 - Forks: 4

TTitcombe/Model-Inversion-SplitNN
Research into model inversion on SplitNN
Language: Jupyter Notebook - Size: 3.03 GB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 2

sutd-visual-computing-group/Re-thinking_MI
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
Language: Python - Size: 42 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 2

qwqoro/ML-Talk
📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools
Language: Jupyter Notebook - Size: 8.65 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 9 - Forks: 3

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"
Language: Jupyter Notebook - Size: 46.1 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

tmlr-group/PPDG-MI
[NeurIPS 2024] "Pseudo-Private Data Guided Model Inversion Attacks"
Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

Alvov1/Model-Inversion-Attack-with-GAN
Implementation of the model inversion attack on the Gated-Recurrent-Unit neural network
Language: Python - Size: 7.81 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
