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cs.CR2024
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection
Niklas Risse, Jing Liu, Marcel Böhme
According to our survey of machine learning for vulnerability detection (ML4VD), 9 in every 10 papers published in the past five years define ML4VD as a function-level binary class…
cs.CR2024
Fundamental Challenges in Cybersecurity and a Philosophy of Vulnerability-Guided Hardening
Marcel Böhme
Research in cybersecurity may seem reactive, specific, ephemeral, and indeed ineffective. Despite decades of innovation in defense, even the most critical software systems turn out…