Dr. David Brumley, Carnegie Mellon University - ForAllSecure

My 17 years of binary analysis has taught me one thing: “easy” things in compilation and program analysis are often the “hard” things in binary analysis. Want to analyze assembly? Write an IL (oh my)! Want to perform static analysis? Let’s implement this data-flow analysis from the dragon book (oh wait...). The experiments seem to be working out except this case, but that’s just an engineering issue (wait, there really is a fundamental science problem there...). Want to transition this tool to practice? I’ll just open source it (oh, maintaining is hard work). I could make a company out of that (uh, customers aren’t asking to solve the hard scientific problems, they just want it to work). I’ll share some hilariously naive mindsets I had, and share some dinosaur-sized research problems that can (mistakenly) look like just small bugs. Where do we go? What’s the next step in the evolution of binary analysis to truly be able to find and fix vulnerabilities in software we all use?

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FCGAT: Interpretable Malware Classification Method using Function Call Graph...

Minami Someya (Institute of Information Security), Yuhei Otsubo (National Police Academy), Akira Otsuka (Institute of Information Security)

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Enhancing Symbolic Execution by Machine Learning Based Solver Selection

Sheng-Han Wen (National Taiwan University), Wei-Loon Mow (National Taiwan University), Wei-Ning Chen (National Taiwan University), Chien-Yuan Wang (National Taiwan University), Hsu-Chun Hsiao (National Taiwan University)

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The Inconvenient Truths of Ground Truth for Binary Analysis

Jim Alves-Foss, Varsha Venugopal (University of Idaho)

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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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