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

Multiple Frequency Estimation Under Local Differential Privacy in Python

Implementation of local differential privacy mechanisms in Python language.

Source code for LDPTrace: Locally Differentially Private Trajectory Synthesis. VLDB 2023.

Apple Differential Privacy Implementation

PyTorch implementation of a number of mechanisms in local differential privacy

Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".

Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"

Repository for the VLDB'23 paper "On the Risks of Collecting Multidimensional Data Under Local Differential Privacy"

Privacy-Preserving Genomic Statistical Analysis Under Local Differential Privacy

Comp430 Project