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: 3 days ago - Pushed at: about 1 month ago - Stars: 172 - Forks: 9

trailofbits/PrivacyRaven

Privacy Testing for Deep Learning

Language: Python - Size: 104 MB - Last synced at: 14 days ago - Pushed at: almost 2 years ago - Stars: 201 - Forks: 18

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: 4 months ago - Pushed at: 9 months ago - Stars: 38 - Forks: 10

alexandershaw4/aoptim

a gradient-based optimisation routine for highly parameterised non-linear dynamical models

Language: MATLAB - Size: 7 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 4 - Forks: 0

Koukyosyumei/Attack_SplitNN

reveal the vulnerabilities of SplitNN

Language: Python - Size: 58 MB - Last synced at: 15 days ago - Pushed at: almost 3 years ago - Stars: 30 - Forks: 6

TTitcombe/Model-Inversion-SplitNN

Research into model inversion on SplitNN

Language: Jupyter Notebook - Size: 3.03 GB - Last synced at: 10 days ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 2

wangkua1/vmi

Code for "Variational Model Inversion Attacks" Wang et al., NeurIPS2021

Language: Python - Size: 1.48 MB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 20 - Forks: 3

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: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

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

Language: Jupyter Notebook - Size: 6.19 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

stepan-a/dsge-model-inversion

Size: 37.1 KB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 2 - Forks: 1