Topic: "model-inversion-attack"
AndrewZhou924/Awesome-model-inversion-attack
[arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"
Size: 528 KB - Last synced at: 3 days ago - Pushed at: 18 days ago - Stars: 178 - Forks: 13

shrebox/Privacy-Attacks-in-Machine-Learning
Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.
Language: Python - Size: 199 MB - Last synced at: 3 days ago - Pushed at: 9 months ago - Stars: 62 - Forks: 9

jeremy313/Soteria
Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"
Language: Jupyter Notebook - Size: 1.32 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 32 - 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

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

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: about 2 years ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 3

Pilladian/ml-attack-framework
Universität des Saarlandes - Privacy Enhancing Technologies 2021 - Semester Project
Size: 369 MB - Last synced at: 3 days ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

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
Language: Python - Size: 402 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - 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: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

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

milosilo/janice
the Janice repository, your hub for exploring machine learning security through practical examples, attack simulations, and defense strategies.
Language: Python - Size: 92.8 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
