Andrew Fasano, Zachary Estrada, Luke Craig, Ben Levy, Jordan McLeod, Jacques Becker, Elysia Witham, Cole DiLorenzo, Caden Kline, Ali Bobi (MIT Lincoln Laboratory), Dinko Dermendzhiev (Georgia Institute of Technology), Tim Leek (MIT Lincoln Laboratory), William Robertson (Northeastern University)

Firmware rehosting enables firmware execution and dynamic analysis. Prior rehosting work has taken a “one-size-fitsall” approach, where expert knowledge is baked into a tool and then applied to all input firmware. Penguin takes a new, targetcentric approach, building a whole-system rehosting environment tailored to the specific firmware being analyzed. A rehosting environment is specified by a configuration file that represents a series of transformations applied to the emulation environment. The initial rehosting configuration is derived automatically from analyzing the filesystem of an extracted firmware image, providing target-specific values such as directories, pseudofiles, and NVRAM keys. This approach allows Penguin to rehost systems from a wide variety of vendors. In tests on 13,649 embedded Linux firmware images from 69 different vendors and 8 architectures, Penguin was able to build rehosting environments that work for 75% more firmware than the prior state of the art. We implement a configuration minimizer that finds required transformations and show that most firmware require only a small number of transformations, with variation across vendors.

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Investigating Graph Embedding Neural Networks with Unsupervised Features Extraction...

Luca Massarelli (Sapienza University of Rome), Giuseppe A. Di Luna (CINI - National Laboratory of Cybersecurity), Fabio Petroni (Independent Researcher), Leonardo Querzoni (Sapienza University of Rome), Roberto Baldoni (Italian Presidency of Ministry Council)

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EMIRIS: Eavesdropping on Iris Information via Electromagnetic Side Channel

Wenhao Li (Shandong University), Jiahao Wang (Shandong University), Guoming Zhang (Shandong University), Yanni Yang (Shandong University), Riccardo Spolaor (Shandong University), Xiuzhen Cheng (Shandong University), Pengfei Hu (Shandong University)

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Detecting IMSI-Catchers by Characterizing Identity Exposing Messages in Cellular...

Tyler Tucker (University of Florida), Nathaniel Bennett (University of Florida), Martin Kotuliak (ETH Zurich), Simon Erni (ETH Zurich), Srdjan Capkun (ETH Zuerich), Kevin Butler (University of Florida), Patrick Traynor (University of Florida)

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VoiceRadar: Voice Deepfake Detection using Micro-Frequency and Compositional Analysis

Kavita Kumari (Technical University of Darmstadt), Maryam Abbasihafshejani (University of Texas at San Antonio), Alessandro Pegoraro (Technical University of Darmstadt), Phillip Rieger (Technical University of Darmstadt), Kamyar Arshi (Technical University of Darmstadt), Murtuza Jadliwala (University of Texas at San Antonio), Ahmad-Reza Sadeghi (Technical University of Darmstadt)

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