State Machines or Automata are insightful models for software behaviour. They are used during software design, testing, and verification. Often, it is not so easy to obtain these models. In this post, I will explain how to get these through machine learning from software logs.
Attack graphs show all the ways an attacker can (potentially) penetrate a system. We describe a new type of AGs that visualize attacker strategies being employed here and now!
For many years now we know about the fragility of neural networks under adversarial attacks. But did you know that decision trees and their ensembles suffer from the same problem?
In this article, we show how to visualize sequential data with Temporal Heatmaps, using examples of analyzing malware and IoT device behavior. You can access code snippets…