Malware Analysis with Symbolic Execution and Graph Kernel

no code implementations • 12 Apr 2022 • Charles-Henry Bertrand Van Ouytsel, Axel Legay

As such computation is too cumbersome, the techniques often rely on developing strategies to compute a representative subgraph of the behaviors.

BIG-bench Machine Learning Malware Analysis

Analysis of Machine Learning Approaches to Packing Detection

no code implementations • 2 May 2021 • Charles-Henry Bertrand Van Ouytsel, Thomas Given-Wilson, Jeremy Minet, Julian Roussieau, Axel Legay

This work explores eleven different machine learning approaches using 119 features to understand: which features are most significant for packing detection; which algorithms offer the best performance; and which algorithms are most economical.

BIG-bench Machine Learning