README.md

NoLeaks-artifact

The research artifact for NoLeaks algorithm. If you find our algorithm useful, please cite it as

@article{noleaks,
  title={NoLeaks: Differentially Private Causal Discovery Under Functional Causal Model},
  author={Ma, Pingchuan and Ji, Zhenlan and Pang, Qi and Wang, Shuai},
  journal={IEEE Transactions on Information Forensics & Security},
  year={2022},
  publisher={IEEE}
}

Dependency

numpy
pandas
python-igraph
scipy

Usage

python -m notears.bnlearn

Acknowledgement

The codebase is extended from noteras. The work is supported by NVIDIA Academic Hardware Grant.