Sensitive Data Leakage Detection in Pre-Installed Applications of Custom Android Firmware

HIEN DO
14:41 26/06/2018

There are many custom Android firmware (custom ROMs) which are shared on the Internet. Several recent studies aim their efforts at analyzing pre-installed applications in these firmware. However, they analyzed separate pre-installed applications. In this study we propose a system, uitXROM, to detect sensitive data leakage in custom Android firmware by analyzing relationships of pre-installed applications. The experimental results show that the system can detect all sensitive data leakage in our custom Android firmware. Secondly, it detects several pre-installed applications which leak sensitive data from 290 custom ROMs downloaded from the Internet.

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Malware threatens cybersecurity by enabling data theft, unauthorized access, and extortion. Traditional malware detection systems (MDS) struggle with the increasing volume and complexity of malware. While machine learning (ML) and deep learning (DL) offer promising solutions, they remain vulnerable to adversarial attacks that evade detection. Recent research focuses on developing...