From Mean to Extreme: Formal Differential Privacy Bounds on the Success of Real-World Data Reconstruction Attacks

Accompanying code for the paper "From Mean to Extreme: Formal Differential Privacy Bounds on the Success of Real-World Data Reconstruction Attacks".

Setup

1. Install conda.
2. conda env create -f environment.yaml
3. conda activate frommeantoextreme

How to reproduce figures

figures.py contains the code to reproduce all figures in the paper.

We recommend using the python interactive window provided by vscode, which allows to execute and inspect the output for each figure at a time. However, running python figures.py will also save all figures to the working directory.