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Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
dbms
privacy
paillier
security
k-anonymity
deep-learning
evasion-attack
machine-learning
poisoning-attacks
federated-learning
adversarial-attacks
adversarial-examples
differential-privacy
membership-inference
paillier-cryptosystem
homomorphic-encryption
model-inversion-attacks
adversarial-machine-learning
Created
2021-01-16
940 commits to main branch, last one about a month ago
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.
forgetting
overfitting
deep-learning
meta-learning
model-attacks
generative-model
machine-learning
coreset-selection
domain-adaptation
continual-learning
federated-learning
machine-unlearning
beneficial-forgetting
reinforcement-learning
catastrophic-forgetting
model-inversion-attacks
self-supervised-learning
property-inference-attacks
membership-inference-attacks
data-free-knolwedge-distillation
Created
2023-07-03
147 commits to main branch, last one 6 days ago
[arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"
Created
2022-07-21
86 commits to main branch, last one about a month ago
A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.
Created
2023-05-17
200 commits to main branch, last one 6 days ago
Code for ML Doctor
Created
2021-08-17
119 commits to main branch, last one 6 months ago
Implementation of the Model Inversion Attack introduced with Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures (Fredrikson Et al.)
Created
2018-04-08
8 commits to master branch, last one 3 years ago
[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".
Created
2022-01-31
55 commits to master branch, last one 6 months ago
[CVPR-2023] Re-thinking Model Inversion Attacks Against Deep Neural Networks
Created
2023-03-29
15 commits to main branch, last one about a year ago
[ICML 2023] On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
Created
2023-03-26
58 commits to main branch, last one about a year ago