From 975ece9c46cd7dd684cce264398830c5d5b6892b Mon Sep 17 00:00:00 2001 From: Suha Sabi Hussain Date: Wed, 2 Sep 2020 00:04:07 -0400 Subject: [PATCH] Add privacy analysis tools --- README.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/README.md b/README.md index cba01a9..6327ffb 100644 --- a/README.md +++ b/README.md @@ -14,6 +14,13 @@ This repository contains a curated list of papers related to privacy attacks aga - [**A Survey of Privacy Attacks in Machine Learning**](https://arxiv.org/abs/2007.07646) (Rigaki and Garcia, 2020) - [**An Overview of Privacy in Machine Learning**](https://arxiv.org/pdf/2005.08679) (De Cristofaro, 2020) - [**Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks**](https://arxiv.org/abs/2006.11601) (Fan et al., 2020) + +# Privacy Testing Tools +- [**PrivacyRaven**](https://github.com/trailofbits/PrivacyRaven) (Trail of Bits) +- [**TensorFlow Privacy**](https://github.com/tensorflow/privacy/tree/master/tensorflow_privacy/privacy/membership_inference_attack) (TensorFlow) +- [**Machine Learning Privacy Meter**](https://github.com/privacytrustlab/ml_privacy_meter) (NUS Data Privacy and Trustworthy Machine Learning Lab) +- [**CypherCat (archive-only)**](https://github.com/Lab41/cyphercat) (IQT Labs/Lab 41) +- [**Adversarial Robustness Toolbox (ART)**](https://github.com/Trusted-AI/adversarial-robustness-toolbox) (IBM) # Papers and Code