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Rebecca Saul

2 accepted papers

2024

Assemblage: Automatic Binary Dataset Construction for Machine Learning

NeurIPS 2024poster

Binary code is pervasive, and binary analysis is a key task in reverse engineering, malware classification, and vulnerability discovery. Unfortunately, while there exist large corpuses of malicious binaries, obtaining high-quality corpuses of benign binaries for modern systems has proven challenging…

2024

Is Function Similarity Over-Engineered? Building a Benchmark

NeurIPS 2024poster

Binary analysis is a core component of many critical security tasks, including reverse engineering, malware analysis, and vulnerability detection. Manual analysis is often time-consuming, but identifying commonly-used or previously-seen functions can reduce the time it takes to understand a new file…