most citedNetwork Environment Design for Autonomous Cyberdefense

24 citations · 34 across the 6 of their papers we have counts for

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cs.CR2022

Proceedings of the Artificial Intelligence for Cyber Security (AICS) Workshop at AAAI 2022

James Holt, Edward Raff, Ahmad Ridley +7

The workshop will focus on the application of AI to problems in cyber security. Cyber systems generate large volumes of data, utilizing this effectively is beyond human capabilitie…

cs.CR2021★ 4 cited

Incorporating Deception into CyberBattleSim for Autonomous Defense

Erich Walter, Kimberly Ferguson-Walter, Ahmad Ridley

Deceptive elements, including honeypots and decoys, were incorporated into the Microsoft CyberBattleSim experimentation and research platform. The defensive capabilities of the dec…

cs.CR2021

Proceedings - AI/ML for Cybersecurity: Challenges, Solutions, and Novel Ideas at SIAM Data Mining 2021

John Emanuello, Kimberly Ferguson-Walter, Erik Hemberg +5

Malicious cyber activity is ubiquitous and its harmful effects have dramatic and often irreversible impacts on society. Given the shortage of cybersecurity professionals, the ever-…

cs.CR2021★ 5 cited

Network Defense is Not a Game

Andres Molina-Markham, Ransom K. Winder, Ahmad Ridley

Research seeks to apply Artificial Intelligence (AI) to scale and extend the capabilities of human operators to defend networks. A fundamental problem that hinders the generalizati…

cs.CR2021★ 24 cited

Network Environment Design for Autonomous Cyberdefense

Andres Molina-Markham, Cory Miniter, Becky Powell +1

Reinforcement learning (RL) has been demonstrated suitable to develop agents that play complex games with human-level performance. However, it is not understood how to effectively…