OC-SCORE: Detecting Evasion Attacks in Deployed Tree Ensembles

Installing OC-SCORE

Activate your environment, e.g., using venv:

python -m venv my_new_venv
source my_new_venv/bin/activate

Install dependencies:

pip install cython numpy dtai-veritas

Compile OC-SCORE:

python setup.py build_ext --inplace

Using OC-SCORE

import ocscore

Cite this work

Devos, L., Perini, L., Meert, W., Davis, J. (2023). Detecting Evasion Attacks in Deployed Tree Ensembles. In: Koutra, D., Plant, C., Gomez Rodriguez, M., Baralis, E., Bonchi, F. (eds) Machine Learning and Knowledge Discovery in Databases: Research Track. ECML PKDD 2023. Lecture Notes in Computer Science(), vol 14173. Springer, Cham. https://doi.org/10.1007/978-3-031-43424-2_8