38 citations · 43 across the 2 of their papers we have counts for
2 papers
cs.LG2018★ 5 cited
On Visual Hallmarks of Robustness to Adversarial Malware
Alex Huang, Abdullah Al-Dujaili, Erik Hemberg +1
A central challenge of adversarial learning is to interpret the resulting hardened model. In this contribution, we ask how robust generalization can be visually discerned and wheth…
cs.CR2018★ 38 cited
Adversarial Deep Learning for Robust Detection of Binary Encoded Malware
Abdullah Al-Dujaili, Alex Huang, Erik Hemberg +1
Malware is constantly adapting in order to avoid detection. Model based malware detectors, such as SVM and neural networks, are vulnerable to so-called adversarial examples which a…