Скачать или смотреть Domagoj Jakobovic - What is Your MOVE: Modeling Adversarial Network Environments

AUTHORS: Karlo Knezevic, Stjepan Picek, Domagoj Jakobovic and Julio Hernandez-Castro
PAPER TITLE: What is Your MOVE: Modeling Adversarial Network Environments
SESSION CHAIR: Juan Luis Jiménez-Laredo

Karlo got an Evo*2020 Outstanding Student mention for this paper.

ABSTRACT. Optimal adversarial dynamics between defenders and attackers in large network systems is a complex problem one can approach from several perspectives. Still, the results obtained are often not satisfactory since they either concentrate on only one party or run very simplified scenarios that are hard to correlate with realistic settings. To truly find which are the most robust defensive strategies, the adaptive attacker ecosystem must be given as many degrees of freedom as possible, to accurately model real attacking scenarios. We propose a coevolutionary-based simulator called MOVE that can evolve both attack and defense strategies. To test it, we investigate several different but realistic scenarios, taking into account features such as network topology and even possible applications. The results show that the evolved strategies far surpass randomly generated strategies. Finally, the evolved strategies can help us to reach some more general conclusions for both attacker and defender sides.

Find the full paper at https://link.springer.com/chapter/10....