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cs.CR2026
Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents
Ankita Samaddar, Sandeep Neema, Daniel Balasubramanian +1
With sophisticated cyber-attacks becoming increasingly prevalent, modern networks require intelligent autonomous cyber-defense agents trained via Reinforcement Learning (RL). These…
cs.LG2026
Reward Shaping and Action Masking for Compositional Tasks using Behavior Trees and LLMs
Nicholas Potteiger, Ankita Samaddar, Taylor T. Johnson +1
Decomposing complex tasks into a sequence of simpler subtasks can improve learning efficiency for an autonomous agent. Reinforcement learning (RL) can be used to optimize agent pol…