Malton: Towards On-Device Non-Invasive Mobile Malware Analysis for ART

Authors: 

Lei Xue, The Hong Kong Polytechnic University; Yajin Zhou, unaffiliated; Ting Chen, University of Electronic Science and Technology of China; Xiapu Luo, The Hong Kong Polytechnic University; Guofei Gu, Texas A&M University

Abstract: 

It’s an essential step to understand malware’s behaviors for developing effective solutions. Though a number of systems have been proposed to analyze Android malware, they have been limited by incomplete view of inspection on a single layer. What’s worse, various new techniques (e.g., packing, anti-emulator, etc.) employed by the latest malware samples further make these systems ineffective. In this paper, we propose Malton, a novel on-device non-invasive analysis platform for the new Android runtime (i.e., the ART runtime). As a dynamic analysis tool, Malton runs on real mobile devices and provides a comprehensive view of malware’s behaviors by conducting multi-layer monitoring and information flow tracking, as well as efficient path exploration. We have carefully evaluated Malton using real-world malware samples. The experimental results showed that Malton is more effective than existing tools, with the capability to analyze sophisticated malware samples and provide a comprehensive view of malicious behaviors of these samples.

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BibTeX
@inproceedings {203886,
author = {Lei Xue and Yajin Zhou and Ting Chen and Xiapu Luo and Guofei Gu},
title = {Malton: Towards On-Device Non-Invasive Mobile Malware Analysis for {ART}},
booktitle = {26th {USENIX} Security Symposium ({USENIX} Security 17)},
year = {2017},
isbn = {978-1-931971-40-9},
address = {Vancouver, BC},
pages = {289--306},
url = {https://www.usenix.org/conference/usenixsecurity17/technical-sessions/presentation/xue},
publisher = {{USENIX} Association},
}