privacytrustlab / ml_privacy_meter Star 571 Code Issues Pull requests Discussions Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms. machine-learning privacy inference data-privacy gdpr data-protection explainable-ai information-leakage membership-inference-attack data-protection-impact-assessment privacy-audit Updated Aug 28, 2024 Jupyter Notebook
JonasGeiping / breaching Star 254 Code Issues Pull requests Breaching privacy in federated learning scenarios for vision and text security machine-learning pytorch federated-learning decentralized-learning privacy-audit Updated Apr 17, 2024 Python
zdong1 / differential_privacy Star 2 Code Issues Pull requests Experimentations for Supervised Privacy Auditing differential-privacy privacy-audit Updated Nov 10, 2023 Python
um-dsp / DP-UTIL Star 1 Code Issues Pull requests DP-UTIL: A Comprehensive Utility Analysis of Differential Privacy in Machine Learning machine-learning privacy inference data-privacy differential-privacy membership-inference-attack privacy-leakage privacy-audit privacy-leakages-of-ml Updated Dec 28, 2021 Jupyter Notebook