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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PBP: Post-training Backdoor Purification for Malware Classifiers

Dung Thuy Nguyen (Vanderbilt University), Ngoc N. Tran (Vanderbilt University), Taylor T. Johnson (Vanderbilt University), Kevin Leach (Vanderbilt University)

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SIGuard: Guarding Secure Inference with Post Data Privacy

Xinqian Wang (RMIT University), Xiaoning Liu (RMIT University), Shangqi Lai (CSIRO Data61), Xun Yi (RMIT University), Xingliang Yuan (University of Melbourne)

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Security Advice on Content Filtering and Circumvention for Parents...

Ran Elgedawy (The University of Tennessee, Knoxville), John Sadik (The University of Tennessee, Knoxville), Anuj Gautam (The University of Tennessee, Knoxville), Trinity Bissahoyo (The University of Tennessee, Knoxville), Christopher Childress (The University of Tennessee, Knoxville), Jacob Leonard (The University of Tennessee, Knoxville), Clay Shubert (The University of Tennessee, Knoxville), Scott Ruoti (The University of Tennessee,…

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Oreo: Protecting ASLR Against Microarchitectural Attacks

Shixin Song (Massachusetts Institute of Technology), Joseph Zhang (Massachusetts Institute of Technology), Mengjia Yan (Massachusetts Institute of Technology)

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