Merge pull request #8 from stratosphereips/master

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Suha Sabi Hussain
2021-04-15 15:27:53 -04:00
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@@ -19,6 +19,7 @@ This repository contains a curated list of papers related to privacy attacks aga
- [**Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks**](https://arxiv.org/abs/2006.11601) (Fan et al., 2020)
- [**Privacy and Security Issues in Deep Learning: A Survey**](https://ieeexplore.ieee.org/abstract/document/9294026) (Liu et al., 2021)
- [**ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models**](https://arxiv.org/abs/2102.02551) (Liu et al., 2021)
- [**Membership Inference Attacks on Machine Learning: A Survey**](https://arxiv.org/abs/2103.07853) (Hu et al., 2021)
# Privacy Testing Tools
- [**PrivacyRaven**](https://github.com/trailofbits/PrivacyRaven) (Trail of Bits)
@@ -184,6 +185,7 @@ Reconstruction attacks cover also attacks known as *model inversion* and *attrib
- [**Model Extraction and Defenses on Generative Adversarial Networks**](https://arxiv.org/abs/2101.02069) (Hu and Pang, 2021)
- [**Protecting Decision Boundary of Machine Learning Model With Differentially Private Perturbation**](https://ieeexplore.ieee.org/abstract/document/9286504) (Zheng et al., 2021)
- [**Special-Purpose Model Extraction Attacks: Stealing Coarse Model with Fewer Queries**](https://ieeexplore.ieee.org/abstract/document/9343086?casa_token=Fn4CtwOZsbQAAAAA:4n3tZGcwFochwREqn4fRWcmA9YeLRxikwB1LN8t2ui1NbRPHSHjTuoqHrSfP1vxXfecw0kobBQ) (Okada et al., 2021)
- [**Model Extraction and Adversarial Transferability, Your BERT is Vulnerable!**](https://arxiv.org/abs/2103.10013) (He et al., 2021) ([code](https://github.com/xlhex/extract_and_transfer))
# Other