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Privacy

13 repositories

Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.

Python 74 13 Updated Sep 7, 2023

Code for Canonne-Kamath-Steinke paper https://arxiv.org/abs/2004.00010

Python 60 18 Updated Jun 16, 2020

An adversarial example library for constructing attacks, building defenses, and benchmarking both

Jupyter Notebook 6,320 1,400 Updated Apr 10, 2024

Private Adaptive Optimization with Side Information (ICML '22)

Python 16 1 Updated Jun 23, 2022

Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.

Jupyter Notebook 658 111 Updated Apr 26, 2025

Code for ML Doctor

Python 89 23 Updated Aug 14, 2024

A codebase that makes differentially private training of transformers easy.

Python 174 24 Updated Dec 9, 2022
Python 43 1 Updated May 23, 2023

[ICLR'24 Spotlight] DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer

Python 43 9 Updated May 30, 2024

Fast suffix arrays for Rust (with Unicode support).

Rust 274 30 Updated Oct 10, 2023

🤫 Code and benchmark for our ICLR 2024 spotlight paper: "Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory"

Python 42 3 Updated Dec 20, 2023
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