EXE-scanner, lightweight plugin ready to be deployed with main malware classifiers to increase robustness against adversarial EXEmples. See the provided tutorial on how to train and use your own EXE-scanner.
Download dataset and pretrained models from here: https://kaggle.com/datasets/fca93b34e3d3ed8936fb76cc06b4a7a94f9f296eebd675de2fab682857e24232
If you use this work, pleace cite the following paper:
@article{kozak2025updating,
title={Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples},
author={Kozak, Matous and Demetrio, Luca and Trizna, Dmitrijs and Roli, Fabio},
journal={Computers \& Security},
volume={155},
pages={104466},
year={2025},
publisher={Elsevier},
doi={https://doi.org/10.1016/j.cose.2025.104466}
}