Deep hierarchical reinforcement agents for automated penetration testing

Deep hierarchical reinforcement agents for automated penetration testing

14 September 2021

Ashlesha Akella

Maxwell Standen

Chin-Teng Lin Institution One

Papers citing "Deep hierarchical reinforcement agents for automated penetration testing"

16 / 16 papers shown

Title
Evaluation of Reinforcement Learning for Autonomous Penetration Testing using A3C, Q-learning and DQN Norman Becker Daniel Reti Evridiki V. Ntagiou M. Wallum Hans D. Schotten 21 1 0 22 Jul 2024
Knowledge-Informed Auto-Penetration Testing Based on Reinforcement Learning with Reward Machine Yuanliang Li Hanzheng Dai Jun Yan 17 3 0 24 May 2024
Discovering Command and Control (C2) Channels on Tor and Public Networks Using Reinforcement Learning Cheng Wang Christopher Redino Abdul Rahman Ryan Clark Dan Radke Tyler Cody Dhruv Nandakumar Edward Bowen 14 3 0 14 Feb 2024
Deep Reinforcement Learning for Autonomous Cyber Operations: A Survey Gregory Palmer Chris Parry Daniel J.B. Harrold Chris Willis AI4CE 13 1 0 11 Oct 2023
Inroads into Autonomous Network Defence using Explained Reinforcement Learning Myles Foley Miaowei Wang M. Zoe Chris Hicks V. Mavroudis AAML 11 13 0 15 Jun 2023
A Multiagent CyberBattleSim for RL Cyber Operation Agents T. Kunz Christian Fisher James La Novara-Gsell Christopher Nguyen Li Li AAML AI4CE 13 13 0 03 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
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 12 17 0 28 Nov 2022
Exposing Surveillance Detection Routes via Reinforcement Learning, Attack Graphs, and Cyber Terrain Lanxiao Huang Tyler Cody Christopher Redino Abdul Rahman Akshay Kakkar ... Cheng Wang Ryan Clark Dan Radke Peter A. Beling Edward Bowen 13 8 0 06 Nov 2022
A Layered Reference Model for Penetration Testing with Reinforcement Learning and Attack Graphs Tyler Cody OffRL 11 14 0 14 Jun 2022
Learning Security Strategies through Game Play and Optimal Stopping K. Hammar Rolf Stadler AAML 9 10 0 29 May 2022
Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks Seokshin Son Soohyun Park Haemin Lee Joongheon Kim Soyi Jung Donghwa Kim 18 1 0 27 May 2022
GAIL-PT: A Generic Intelligent Penetration Testing Framework with Generative Adversarial Imitation Learning Jinyin Chen Shulong Hu Haibin Zheng Changyou Xing Guomin Zhang 13 3 0 05 Apr 2022
Behaviour-Diverse Automatic Penetration Testing: A Curiosity-Driven Multi-Objective Deep Reinforcement Learning Approach Yizhou Yang Xin Liu AAML 6 12 0 22 Feb 2022
Intrusion Prevention through Optimal Stopping K. Hammar Rolf Stadler 9 22 0 30 Oct 2021