Autonomous Network Defence using Reinforcement Learning

Autonomous Network Defence using Reinforcement Learning

26 September 2024

Papers citing "Autonomous Network Defence using Reinforcement Learning"

17 / 17 papers shown

Title
Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Ankita Samaddar Nicholas Potteiger Xenofon Koutsoukos OODD 84 0 0 03 Dec 2024
Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems Benjamin Kolicic Alberto Caron Chris Hicks V. Mavroudis AI4CE 50 0 0 14 Nov 2024
Entity-based Reinforcement Learning for Autonomous Cyber Defence Isaac Symes Thompson Alberto Caron Chris Hicks V. Mavroudis AAML 53 3 0 23 Oct 2024
Designing Robust Cyber-Defense Agents with Evolving Behavior Trees Nicholas Potteiger Ankita Samaddar Hunter Bergstrom Xenofon Koutsoukos AAML 40 1 0 21 Oct 2024
CybORG++: An Enhanced Gym for the Development of Autonomous Cyber Agents Harry Emerson Liz Bates Chris Hicks V. Mavroudis 24 1 0 18 Oct 2024
The Price of Pessimism for Automated Defense Erick Galinkin Emmanouil Pountourakis Spiros Mancoridis AAML 29 1 0 28 Sep 2024
Mitigating Deep Reinforcement Learning Backdoors in the Neural Activation Space Sanyam Vyas Chris Hicks V. Mavroudis AAML 42 0 0 21 Jul 2024
Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search K. Hammar Neil Dhir Rolf Stadler 37 3 0 12 Jul 2024
Optimizing Cyber Defense in Dynamic Active Directories through Reinforcement Learning Diksha Goel Kristen Moore Mingyu Guo Derui Wang Minjune Kim S. Çamtepe AAML 44 4 0 28 Jun 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 21 6 0 08 Dec 2023
Reward Shaping for Happier Autonomous Cyber Security Agents Elizabeth Bates V. Mavroudis Chris Hicks 24 11 0 20 Oct 2023
Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning Jacob Wiebe Ranwa Al Mallah Li Li AAML 36 3 0 25 Aug 2023
Inroads into Autonomous Network Defence using Explained Reinforcement Learning Myles Foley Miaowei Wang M. Zoe Chris Hicks V. Mavroudis AAML 19 14 0 15 Jun 2023
Automated Cyber Defence: A Review Sanyam Vyas J. Hannay A. Bolton Pete Burnap 33 19 0 08 Mar 2023
Simulation of Attacker Defender Interaction in a Noisy Security Game Erick Galinkin Emmanouil Pountourakis John Carter Spiros Mancoridis AAML 23 2 0 08 Dec 2022
Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies M. Wolk A. Applebaum Camron Dennler P. Dwyer M. Moskowitz ... N. Nichols Nicole Park Paul Rachwalski Frank Rau A. Webster OffRL AAML 26 17 0 28 Nov 2022
Adaptive Webpage Fingerprinting from TLS Traces V. Mavroudis Jamie Hayes 14 4 0 19 Oct 2020