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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Yarin Ozery (Ben-Gurion University of the Negev, Akamai Technologies inc.), Asaf Nadler (Ben-Gurion University of the Negev), Asaf Shabtai (Ben-Gurion University of the Negev)

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MadRadar: A Black-Box Physical Layer Attack Framework on mmWave...

David Hunt (Duke University), Kristen Angell (Duke University), Zhenzhou Qi (Duke University), Tingjun Chen (Duke University), Miroslav Pajic (Duke University)

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Detecting Obfuscated Function Clones in Binaries using Machine Learning

Michael Pucher (University of Vienna), Christian Kudera (SBA Research), Georg Merzdovnik (SBA Research)

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