812 citations · 819 across the 12 of their papers we have counts for
3 papers · 1 filter
Improving Robustness of Malware Classifiers using Adversarial Strings Generated from Perturbed Latent Representations
Marek Galovic, Branislav Bosansky, Viliam Lisy
In malware behavioral analysis, the list of accessed and created files very often indicates whether the examined file is malicious or benign. However, malware authors are trying to…
Discovering Imperfectly Observable Adversarial Actions using Anomaly Detection
Olga Petrova, Karel Durkota, Galina Alperovich +4
Anomaly detection is a method for discovering unusual and suspicious behavior. In many real-world scenarios, the examined events can be directly linked to the actions of an adversa…
Classification with Costly Features as a Sequential Decision-Making Problem
Jaromír Janisch, Tomáš Pevný, Viliam Lisý
This work focuses on a specific classification problem, where the information about a sample is not readily available, but has to be acquired for a cost, and there is a per-sample…