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behavior trees with learning-enabled components

techniqueactiveprovisionalbehavior-trees-with-learning-enabled-components-856bf5c9·1 events·first seen 6h ago

Aliases: behavior trees with learning-enabled components

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4arXiv · cs.LG·6h ago·source ↗

Imitation learning technique infers red agent policy in partially observable cyber-defense environments

Researchers propose a Policy Learning Technique using imitation learning to infer attacker (red agent) policies from network observations and defender actions in partially observable autonomous cyber environments. The method integrates with neurosymbolic cyber-defense agents that use behavior trees with learning-enabled components. Evaluated across diverse simulated scenarios, the approach achieves high prediction accuracy for red agent actions, improving the defender's ability to anticipate intrusions.