{"total":14,"rows":[{"id":"2303.04926","title":"Automated Cyber Defence: A Review","created":"2023-03-08","cited_by_count":21,"area":null},{"id":"2310.13565","title":"Reward Shaping for Happier Autonomous Cyber Security Agents","created":"2023-10-20","cited_by_count":19,"area":null},{"id":"2301.06085","title":"Learning Near-Optimal Intrusion Responses Against Dynamic Attackers","created":"2023-01-11","cited_by_count":15,"area":null},{"id":"2505.04843","title":"Large Language Models are Autonomous Cyber Defenders","created":"2025-05-07","cited_by_count":15,"area":null},{"id":"2310.05939","title":"Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning","created":"2023-08-25","cited_by_count":12,"area":null},{"id":"2407.11070","title":"Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search","created":"2024-07-12","cited_by_count":12,"area":null},{"id":"2312.04940","title":"Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning","created":"2023-12-08","cited_by_count":9,"area":null},{"id":"2309.03292","title":"Scalable Learning of Intrusion Responses through Recursive Decomposition","created":"2023-09-06","cited_by_count":8,"area":null},{"id":"2410.16383","title":"Designing Robust Cyber-Defense Agents with Evolving Behavior Trees","created":"2024-10-21","cited_by_count":4,"area":null},{"id":"2304.11084","title":"Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations","created":"2023-04-17","cited_by_count":3,"area":null},{"id":"2412.02875","title":"Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents","created":"2024-12-03","cited_by_count":3,"area":null},{"id":"2509.06539","title":"Learning Optimal Defender Strategies for CAGE-2 using a POMDP Model","created":"2025-09-08","cited_by_count":3,"area":null},{"id":"2609.16541","title":"A Cyber Range Evaluation of Autonomous Network Incident Response Agents","created":"2026-09-15","cited_by_count":0,"area":null},{"id":"2609.16563","title":"The MAL Simulator: Cyber Operations Simulation based on Attack & Defense Graphs","created":"2026-09-15","cited_by_count":0,"area":null}],"next_cursor":null}