Towards Dynamic Capture-The-Flag Training Environments For Reinforcement Learning Offensive Security Agents.
Robert Andrew ChetwynLászló ErdodiPublished in: Big Data (2022)
Keyphrases
- dynamic environments
- reinforcement learning
- highly dynamic
- multi agent
- open environments
- multi agent environments
- multi agent systems
- reinforcement learning agents
- autonomous agents
- multiagent systems
- cooperative
- dynamically evolving
- action selection
- intelligent agents
- complex environments
- multiple agents
- supervised learning
- learning agents
- training set
- single agent
- learning algorithm
- machine learning
- information security
- agent receives
- state space
- intrusion detection
- mobile agents
- team formation
- multi agent reinforcement learning
- agent technology
- security issues
- function approximation
- learning capabilities
- human operators
- multiagent reinforcement learning
- security policies
- security requirements
- decision theoretic