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Deep Reinforcement Learning for Cyber Security

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019

13 June 2019

Thanh Thi Nguyen

Papers citing "Deep Reinforcement Learning for Cyber Security"

50 / 92 papers shown

Title
Large Language Model-Based Reward Design for Deep Reinforcement Learning-Driven Autonomous Cyber Defense Sayak Mukherjee Samrat Chatterjee Emilie Purvine Ted Fujimoto Tegan H. Emerson 56 0 0 20 Nov 2025
Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial AuctionsIEEE Conference on High Performance Extreme Computing (HPEC), 2025 Mai Pham Vikrant Vaze Peter Chin 76 0 0 13 Sep 2025
Aligning Large Vision-Language Models by Deep Reinforcement Learning and Direct Preference Optimization Thanh Thi Nguyen Campbell Wilson Janis Dalins VLM 72 1 0 08 Sep 2025
PoolFlip: A Multi-Agent Reinforcement Learning Security Environment for Cyber Defense Xavier Cadet Simona Boboila Sie Hendrata Dharmawan Alina Oprea Peter Chin AAML 88 0 0 27 Aug 2025
Attackers Strike Back? Not Anymore - An Ensemble of RL Defenders Awakens for APT DetectionIFIP Working Conference on Database Semantics (IWDS), 2025 Sidahmed Benabderrahmane Talal Rahwan AAML 69 1 0 26 Aug 2025
DRMD: Deep Reinforcement Learning for Malware Detection under Concept Drift Shae McFadden Myles Foley Mario DÓnghia Chris Hicks V. Mavroudis Nicola Paoletti Fabio Pierazzi 159 1 0 26 Aug 2025
Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization K. Hammar Tao Li 121 2 0 20 Aug 2025
Adaptive Network Security Policies via Belief Aggregation and Rollout Kim Hammar Yuchao Li Tansu Alpcan Emil C. Lupu Dimitri P. Bertsekas 249 4 0 21 Jul 2025
TooBadRL: Trigger Optimization to Boost Effectiveness of Backdoor Attacks on Deep Reinforcement Learning Songze Li Mingxuan Zhang Kang Wei R. Beyah Shouling Ji AAML 320 0 0 11 Jun 2025
A Unified Framework for Human AI Collaboration in Security Operations Centers with Trusted Autonomy Ahmad Mohsin Helge Janicke Ahmed Ibrahim Iqbal H. Sarker S. Çamtepe 263 5 0 29 May 2025
A Case for Network-wide Orchestration of Host-based Intrusion Detection and Response Mark Timmons Daniel Lukaszewski Geoffrey Xie 75 1 0 08 Apr 2025
MInCo: Mitigating Information Conflicts in Distracted Visual Model-based Reinforcement Learning Shiguang Sun Hanbo Zhang Zeyang Liu Xinrui Yang Lipeng Wan Bing Yan Xingyu Chen 520 0 0 05 Apr 2025
Human-AI Collaboration in Cloud Security: Cognitive Hierarchy-Driven Deep Reinforcement Learning Zahra Aref Sheng Wei Narayan B. Mandayam 188 2 0 22 Feb 2025
Communication Strategy on Macro-and-Micro Traffic State in Cooperative Deep Reinforcement Learning for Regional Traffic Signal Control Hankang Gu Shangbo Wang Dongyao Jia Yuli Zhang Yanrong Luo Guoqiang Mao Jianping Wang Eng Gee Lim 171 1 0 18 Feb 2025
Towards Type Agnostic Cyber Defense Agents Erick Galinkin Emmanouil Pountrourakis Spiros Mancoridis AAML 185 0 0 02 Dec 2024
Adaptive Anomaly Detection for Identifying Attacks in Cyber-Physical Systems: A Systematic Literature ReviewArtificial Intelligence Review (Artif Intell Rev), 2024 Pablo Moriano Steven C. Hespeler Mingyan Li Maria Mahbub AAML 423 12 0 21 Nov 2024
Acceleration for Deep Reinforcement Learning using Parallel and Distributed Computing: A SurveyACM Computing Surveys (ACM CSUR), 2024 Zhihong Liu Xin Xu Peng Qiao Dongsheng Li OffRL 282 14 0 08 Nov 2024
Exploring reinforcement learning for incident response in autonomous military vehicles Henrik Madsen Gudmund Grov Federico Mancini Magnus Baksaas Åvald Åslaugson Sommervoll 84 2 0 28 Oct 2024
Entity-based Reinforcement Learning for Autonomous Cyber Defence Isaac Symes Thompson Alberto Caron Chris Hicks V. Mavroudis AAML 503 4 0 23 Oct 2024
A Novel Reinforcement Learning Model for Post-Incident Malware InvestigationsInternational Conference on Social Networks Analysis, Management and Security (ICSNAMS), 2024 Dipo Dunsin M. C. Ghanem Karim Ouazzane Vassil T. Vassilev 288 0 0 19 Oct 2024
Autonomous Network Defence using Reinforcement LearningACM Asia Conference on Computer and Communications Security (AsiaCCS), 2022 Myles Foley Chris Hicks Kate Highnam V. Mavroudis AAML 129 42 0 26 Sep 2024
A Survey for Deep Reinforcement Learning Based Network Intrusion Detection Wanrong Yang Alberto Acuto Yihang Zhou Dominik Wojtczak OffRL 302 12 0 25 Sep 2024
Artificial Intelligence for Secured Information Systems in Smart Cities: Collaborative IoT Computing with Deep Reinforcement Learning and Blockchain Amin Zakaie Far Mohammad Zakaie Far Sonia Gharibzadeh Shiva Zangeneh Leila Amini Morteza Rahimi Morteza Rahimi Saeed Asadi 248 14 0 24 Sep 2024
Distributed Stackelberg Strategies in State-based Potential Games for Autonomous Decentralized Learning Manufacturing Systems Steve Yuwono Dorothea Schwung Andreas Schwung 116 1 0 12 Aug 2024
Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning Jakob Nyberg Pontus Johnson 176 4 0 08 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 204 7 0 28 Jun 2024
Knowledge-Informed Auto-Penetration Testing Based on Reinforcement Learning with Reward Machine Yuanliang Li Hanzheng Dai Zhibo Zhang 226 7 0 24 May 2024
Cooperative Backdoor Attack in Decentralized Reinforcement Learning with Theoretical Guarantee Mengtong Gao Yifei Zou Zuyuan Zhang Xiuzhen Cheng Dongxiao Yu AAML 262 7 0 24 May 2024
Towards an AI-Enhanced Cyber Threat Intelligence Processing Pipeline Lampis Alevizos Martijn Dekker 183 26 0 05 Mar 2024
Automated Security Response through Online Learning with Adaptive Conjectures K. Hammar Tao Li Rolf Stadler Quanyan Zhu 332 5 0 19 Feb 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 125 3 0 14 Feb 2024
Discovering Command and Control Channels Using Reinforcement LearningSoutheastCon (SoutheastCon), 2023 Cheng Wang Akshay Kakkar Christopher Redino Abdul Rahman Ajinsyam S Ryan Clark Dan Radke Tyler Cody Lanxiao Huang Edward Bowen 148 6 0 13 Jan 2024
Multi-Agent Reinforcement Learning for Assessing False-Data Injection Attacks on Transportation Networks Taha Eghtesad Sirui Li Yevgeniy Vorobeychik Aron Laszka 125 2 0 22 Dec 2023
Real-time Network Intrusion Detection via Decision Transformers Jingdi Chen Hanhan Zhou Yongsheng Mei Gina Adam Nathaniel D. Bastian Tian-Shing Lan 196 25 0 12 Dec 2023
Vision-based Learning for Drones: A SurveyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Jiaping Xiao Rangya Zhang Yuhang Zhang Mir Feroskhan 299 20 0 08 Dec 2023
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 157 10 0 08 Dec 2023
LiPar: A Lightweight Parallel Learning Model for Practical In-Vehicle Network Intrusion Detection Aiheng Zhang Kai Wang Bailing Wang Yulei Wu 89 2 0 14 Nov 2023
Deep Reinforcement Learning for Autonomous Cyber Operations: A Survey Gregory Palmer Chris Parry Daniel J.B. Harrold Chris Willis AI4CE 252 1 0 11 Oct 2023
Enhancing Exfiltration Path Analysis Using Reinforcement Learning Riddam Rishu Akshay Kakkar Cheng Wang Abdul Rahman Christopher Redino Dhruv Nandakumar Tyler Cody Ryan Clark Dan Radke Edward Bowen 147 4 0 05 Oct 2023
Raijū: Reinforcement Learning-Guided Post-Exploitation for Automating Security Assessment of Network Systems V. Pham Hien Do Hoang Phan Thanh Trung Van Dinh Quoc T. To Phan The Duy 112 5 0 27 Sep 2023
On Autonomous Agents in a Cyber Defence Environment Mitchell Kiely David Bowman Maxwell Standen Christopher Moir AAML 119 28 0 14 Sep 2023
The Power of MEME: Adversarial Malware Creation with Model-Based Reinforcement LearningEuropean Symposium on Research in Computer Security (ESORICS), 2023 M. Rigaki Sebastian Garcia AAML 149 6 0 31 Aug 2023
Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning Jacob Wiebe Ranwa Al Mallah Li Li AAML 181 16 0 25 Aug 2023
Impacts and Risk of Generative AI Technology on Cyber Defense Subash Neupane Ivan A. Fernandez Sudip Mittal Shahram Rahimi 205 24 0 22 Jun 2023
Inroads into Autonomous Network Defence using Explained Reinforcement Learning Myles Foley Miaowei Wang M. Zoe Chris Hicks V. Mavroudis AAML 210 21 0 15 Jun 2023
Trojan Playground: A Reinforcement Learning Framework for Hardware Trojan Insertion and DetectionJournal of Supercomputing (JS), 2023 Amin Sarihi Ahmad Patooghy Peter Jamieson Abdel-Hameed A. Badawy 165 14 0 16 May 2023
RLocator: Reinforcement Learning for Bug LocalizationIEEE Transactions on Software Engineering (TSE), 2023 Partha Chakraborty Mahmoud Alfadel M. Nagappan 200 18 0 09 May 2023
Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations Jakob Nyberg Pontus Johnson AAML 138 4 0 17 Apr 2023
A Multiagent CyberBattleSim for RL Cyber Operation Agents T. Kunz Christian Fisher James La Novara-Gsell Christopher Nguyen Li Li AAML AI4CE 87 19 0 03 Apr 2023
Automated Cyber Defence: A Review Sanyam Vyas J. Hannay A. Bolton Pete Burnap 290 35 0 08 Mar 2023