local-differential-privacy
There are 5 repositories under local-differential-privacy topic.
Samuel-Maddock / pure-LDP
Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.
Language:Python 71hharcolezi / multi-freq-ldpy
Multiple Frequency Estimation Under Local Differential Privacy in Python
Language:Python 40Implementation of local differential privacy mechanisms in Python language.
Language:Jupyter Notebook 25Apple Differential Privacy Implementation
Language:Jupyter Notebook 16sisaman / LDP-mechanisms
PyTorch implementation of a number of mechanisms in local differential privacy
Language:Python 13zealscott / LDPTrace
Source code for LDPTrace: Locally Differentially Private Trajectory Synthesis. VLDB 2023.
Language:Python 13Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".
Language:Python 11Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"
Language:Jupyter Notebook 9Repository for the VLDB'23 paper "On the Risks of Collecting Multidimensional Data Under Local Differential Privacy"
Language:Jupyter Notebook 5ay0408 / LDP-genome-statistics
Privacy-Preserving Genomic Statistical Analysis Under Local Differential Privacy
Language:Jupyter Notebook 0- Language:Python
