Adversarial Challenges in Network Intrusion Detection Systems: Research Insights and Future Prospects

S Ennaji, F De Gaspari, D Hitaj, A Kbidi… - arxiv preprint arxiv …, 2024 - arxiv.org
Machine learning has brought significant advances in cybersecurity, particularly in the
development of Intrusion Detection Systems (IDS). These improvements are mainly …

The cybersecurity dynamics way of thinking and landscape

S Xu - Proceedings of the 7th ACM Workshop on Moving …, 2020 - dl.acm.org
The Cybersecurity Dynamics framework offers an approach to systematically understanding,
characterizing, quantifying and managing cybersecurity from a holistic perspective. The …

Dolos: A novel architecture for moving target defense

G Pagnotta, F De Gaspari, D Hitaj… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Moving Target Defense and Cyber Deception emerged in recent years as two key proactive
cyber defense approaches, contrasting with the static nature of the traditional reactive cyber …

Use of cyber attack and defense agents in cyber ranges: A case study

MM Yamin, B Katt - Computers & Security, 2022 - Elsevier
With the ever-changing cybersecurity landscape, the need for a continuous training for new
cybersecurity skill sets is a requirement. Such continuous training programs can be …

Session-level adversary intent-driven cyberattack simulator

M Drašar, S Moskal, S Yang… - 2020 IEEE/ACM 24th …, 2020 - ieeexplore.ieee.org
Recognizing the need for proactive analysis of cyber adversary behavior, this paper
presents a new event-driven simulation model and implementation to reveal the efforts …

Analysis of contagion dynamics with active cyber defenders

K Paarporn, PN Brown, S Xu - 2023 62nd IEEE Conference on …, 2023 - ieeexplore.ieee.org
In this paper, we analyze the infection spreading dynamics of malware in a population of
cyber nodes (ie, computers or devices). Unlike most prior studies where nodes are reactive …

Evaluation of an autonomous intelligent cyberdefense agent at NATO cyber coalition exercise 2022

B Blakely, H Billings, N Evans… - Disruptive …, 2023 - spiedigitallibrary.org
In this paper the authors present the results of an experiment conducted at the 2022 NATO
Cyber Coalition Exercise in Tallinn, Estonia wherein a prototype Autonomous Intelligent …

Validation of Biologically Inspired Tactics to Increase Multi-Agent System Resilience

BC Watson, IV Hernandez… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
There is an urgent need to increase multi-agent systems' resilience. Efforts, however, are
hampered by three gaps: current approaches are case study specific, may depend on …

An Experimental Platform for Autonomous Intelligent Cyber-Defense Agents: Towards a collaborative community approach (WIPP)

B Blakely - 2022 Resilience Week (RWS), 2022 - ieeexplore.ieee.org
Cyber defenses are increasingly challenged to keep up with attackers who might be using
automation or machine learning as part of their attack strategies. Autonomous defensive …

Modelling and analyzing attack-defense scenarios for cyber-ranges

MM Yamin - 2022 - ntnuopen.ntnu.no
Rome was not built in a day, but it was burnt to the ground in only six. Wood naturally
catches fire, and without adequate engineering, fireproof houses and training for firefighters …