README.md

Sample Attack Notebooks

Python Notebooks

The following notebooks use the SmartNoise Core Rust library and validator through Python bindings.

• Simple Attack: Examine perhaps the simplest possible attack on an individual's private data and what the SmartNoise library can do to mitigate it.
  • Notebook: simple_attack.ipynb
• Database Reconstruction Attacks This notebook focuses on the one-shot release model and simulates the process of a data owner releasing aggregate statistics from a sensitive database, both with and without differential privacy. We will then attempt to reconstruct the original database from each set of releases.
  • Notebook: reconstruction.ipynb