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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

Related Topics
machine-learning 7 model-inversion 6 model-inversion-attack 5 deep-learning 5 privacy 4 federated-learning 2 privacy-attacks 2 privacy-preserving-machine-learning 2 research 2 pytorch 2 splitnn 2 differential-privacy 2 graph-neural-networks 2 graph-reconstruction 2 model-inversion-attack-on-graphs 2 adversarial-attacks 2 adversarial-examples 2 membership-inference 2 membership-inference-attack 2 evasion-attack 2 robust-learning 1 beneficial-forgetting 1 catastrophic-forgetting 1 notebook 1 split-neural-network 1 continual-learning 1 leakage 1 coreset-selection 1 paper 1 split-learning 1 security-vulnerability 1 data-free-knolwedge-distillation 1 security 1 poisoning-attacks 1 paillier-cryptosystem 1 paillier 1 k-anonymity 1 homomorphic-encryption 1 dbms 1 adversarial-machine-learning 1 self-supervised-learning 1 reinforcement-learning 1 property-inference-attacks 1 overfitting 1 model-attacks 1 meta-learning 1 membership-inference-attacks 1 machine-unlearning 1 generative-model 1 forgetting 1 domain-adaptation 1 celeba 1 ai-security 1 defense 1 approximate-computing 1 talk-slides 1 talk-notes 1 talk-materials 1 talk 1 model-extraction 1 model-attack 1 fast-track 1 evasion-attacks 1 conference-talk 1 conference 1 black-box-model 1 black-box-attacks 1 attack-model 1 attack-splitnn 1 attack 1 model-stealing 1 knowledge-distillation 1 attribute-inference-attack 1 tensorflow 1 neural-networks 1 generative-adversarial-network 1 gated-recurrent-unit 1 trustworthy-ai 1 toolbox 1 benchmarks 1 stylegan2 1 face-recognition 1 model-augmentation 1 gans 1 ffhq 1