Interpretable Detection of Malicious Behavior in Windows Portable Executables Using Multi-Head 2D Transformers

S Khan, M Nauman - Big Data Mining and Analytics, 2024 - ieeexplore.ieee.org
Windows malware is becoming an increasingly pressing problem as the amount of malware
continues to grow and more sensitive information is stored on systems. One of the major …

[HTML][HTML] ViTDroid: Vision Transformers for Efficient, Explainable Attention to Malicious Behavior in Android Binaries

TA Syed, M Nauman, S Khan, S Jan, MF Zuhairi - Sensors, 2024 - mdpi.com
Smartphones are intricately connected to the modern society. The two widely used mobile
phone operating systems, iOS and Android, profoundly affect the lives of millions of people …

Mobile Terminal Security Protection Method Based on Community Detection Algorithms and Graph Matching Networks

M Chen, Z Dai, Y Li, J Zhang, S Wang, J Zhou… - … Conference on Artificial …, 2022 - Springer
The rapid growth in the number of malware apps poses a great danger to users of power
mobile terminals. Among smart devices, devices using the Android system are very popular …