UPDF AI

Adversarial Examples for Malware Detection

Kathrin Grosse,Nicolas Papernot,2 Authors,P. Mcdaniel

2017 · DOI: 10.1007/978-3-319-66399-9_4
European Symposium on Research in Computer Security · 588 Citations

TLDR

This paper presents adversarial examples derived from regular inputs by introducing minor—yet carefully selected—perturbations into machine learning models, showing their robustness against inputs crafted by an adversary.