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13 search results found

Security and Privacy Risk Simulator for Machine Learning

Awesome Forgetting In Deep Learning ⭐ 104

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.

Model Inversion Attack ⭐ 76

Implementation of the Model Inversion Attack introduced with Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures (Fredrikson Et al.)

Ml Doctor ⭐ 74

Code for ML Doctor

Awesome Model Inversion Attack ⭐ 73

A curated list of resources for model inversion attack (MIA).

Model Inversion Attack Toolbox ⭐ 57

A comprehensive benchmark for model inversion attacks and defenses, which is easy to get started.

Plug And Play Attacks ⭐ 25

Source code for our papers "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks" (ICML 2024) and "Be Careful What You Smooth For" (ICLR 2024).

[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation

Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Defend_mi ⭐ 17

Bilateral Dependency Optimization: Defending Against Model-inversion Attacks

Re Thinking_mi ⭐ 13

[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks

Attack_splitnn ⭐ 9

reveal the vulnerabilities of SplitNN

📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools

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