Alexander Balgavy (Independent), Marius Muench (University of Birmingham)

Embedded devices are a pervasive and at times invisible part of our lives. Due to this pervasiveness, security vulnerabilities may have severe consequences, particularly because many embedded devices are deployed in sensitive applications, such as the industrial, automotive, and medical sectors. Linux-based firmware has already been the subject of extensive research; however, a considerable part of embedded devices do not run Linux. Since current literature mostly focuses on Linux-based firmware, the ecosystem of non-Linux firmware is not well-known.

Therefore, in this paper, we aim to fill this gap in research with FIRMLINE, a pipeline suitable for a large-scale study of nonLinux-based firmware. Using this pipeline, we analyze 21,755 samples, obtained from previous studies and new sources. As part of a security assessment, we also investigate the presence of operating systems and memory protections for a subset of 756 non-Linux ARM samples and find that the majority do not make use of either. Our work will allow for further research of non-Linux firmware, such as refining generic analysis techniques or investigating the OS and deployed security facilities of such firmware in more detail.

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Rui Duan (University of South Florida), Zhe Qu (Central South University), Leah Ding (American University), Yao Liu (University of South Florida), Zhuo Lu (University of South Florida)

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Chendong Yu (Institute of Information Engineering, Chinese Academy of Sciences and School of Cyber Security, University of Chinese Academy of Sciences), Yang Xiao (Institute of Information Engineering, Chinese Academy of Sciences and School of Cyber Security, University of Chinese Academy of Sciences), Jie Lu (Institute of Computing Technology of the Chinese Academy of Sciences), Yuekang…

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Benchmarking transferable adversarial attacks

Zhibo Jin (The University of Sydney), Jiayu Zhang (Suzhou Yierqi), Zhiyu Zhu, Huaming Chen (The University of Sydney)

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