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behavior trees with learning-enabled components
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behavior-trees-with-learning-enabled-components-856bf5c9·1 events·first seen 6h agoAliases: behavior trees with learning-enabled components
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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.