Title
Large Language Models are Autonomous Cyber Defenders Sebastián R. Castro Roberto Campbell Nancy Lau Octavio Villalobos Jiaqi Duan Alvaro A. Cardenas LLMAG 35 0 0 07 May 2025
On the Mistaken Assumption of Interchangeable Deep Reinforcement Learning Implementations Rajdeep Singh Hundal Yan Xiao Xiaochun Cao J. Dong Manuel Rigger 44 0 0 28 Mar 2025
Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Ankita Samaddar Nicholas Potteiger Xenofon Koutsoukos OODD 70 0 0 03 Dec 2024
Entity-based Reinforcement Learning for Autonomous Cyber Defence Isaac Symes Thompson Alberto Caron Chris Hicks V. Mavroudis AAML 51 2 0 23 Oct 2024
Designing Robust Cyber-Defense Agents with Evolving Behavior Trees Nicholas Potteiger Ankita Samaddar Hunter Bergstrom Xenofon Koutsoukos AAML 16 1 0 21 Oct 2024
Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search K. Hammar Neil Dhir Rolf Stadler 21 3 0 12 Jul 2024
Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning Jakob Nyberg Pontus Johnson 25 1 0 08 Jul 2024
Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning Chris Hicks V. Mavroudis Myles Foley Thomas Davies Kate Highnam Tim Watson 11 6 0 08 Dec 2023
Reward Shaping for Happier Autonomous Cyber Security Agents Elizabeth Bates V. Mavroudis Chris Hicks 11 10 0 20 Oct 2023
Scalable Learning of Intrusion Responses through Recursive Decomposition K. Hammar Rolf Stadler 16 8 0 06 Sep 2023
Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning Jacob Wiebe Ranwa Al Mallah Li Li AAML 29 3 0 25 Aug 2023
Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations Jakob Nyberg Pontus Johnson AAML 14 1 0 17 Apr 2023
Automated Cyber Defence: A Review Sanyam Vyas J. Hannay A. Bolton Pete Burnap 31 19 0 08 Mar 2023
Learning Near-Optimal Intrusion Responses Against Dynamic Attackers K. Hammar Rolf Stadler AAML 24 12 0 11 Jan 2023
Deep hierarchical reinforcement agents for automated penetration testing Khuong Tran Ashlesha Akella Maxwell Standen Junae Kim David Bowman Toby J. Richer Chin-Teng Lin Institution One 32 36 0 14 Sep 2021