ML-ILD is the package is able to automatically test detect Information Leakage in a system that generated binary classification datasets.
The latest release version of ML-ILD can be installed from Github as follows::
pip install git+https://github.com/prithagupta/ML-ILD.git
Another option is to clone the repository and install MI-ILD using::
python setup.py install
MI-ILD depends on NumPy, SciPy, matplotlib, scikit-learn, joblib and tqdm. For data processing and generation you will also need and pandas.
You can cite our ICAART Paper_::
@conference{icaart22,
author={Pritha Gupta. and Arunselvan Ramaswamy. and Jan Drees. and Eyke Hüllermeier. and Claudia Priesterjahn. and Tibor Jager.},
title={Automated Information Leakage Detection: A New Method Combining Machine Learning and Hypothesis Testing with an Application to Side-channel Detection in Cryptographic Protocols},
booktitle={Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2022},
pages={152-163},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010793000003116},
isbn={978-989-758-547-0},
}