2 papers
cs.CR2025
Benchmarking Android Malware Detection: Traditional vs. Deep Learning Models
Guojun Liu, Doina Caragea, Xinming Ou +1
Android malware detection has been extensively studied using both traditional machine learning (ML) and deep learning (DL) approaches. While many state-of-the-art detection models,…
cs.CR2025
The Impact of Train-Test Leakage on Machine Learning-based Android Malware Detection
Guojun Liu, Doina Caragea, Xinming Ou +1
When machine learning is used for Android malware detection, an app needs to be represented in a numerical format for training and testing. We identify a widespread occurrence of d…