2 papers
cs.CR2026
Latent Stability Analysis of Malware Representations Under Feature-Space Perturbations
Bamidele Ajayi, Ken McGarry
Static malware detectors are commonly evaluated using clean-sample metrics such as accuracy, F1, ROC AUC, and PR AUC. However, these metrics provide limited insight into how learne…
cs.CR2025
Leveraging VAE-Derived Latent Spaces for Enhanced Malware Detection with Machine Learning Classifiers
Bamidele Ajayi, Basel Barakat, Ken McGarry
This paper assesses the performance of five machine learning classifiers: Decision Tree, Naive Bayes, LightGBM, Logistic Regression, and Random Forest using latent representations…