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Harshith Doppalapudi

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#artificial intelligence Preprint Sep 2026

Towards Hierarchical Cyber Defense with Large Language Models: From Planning to Execution

An autonomous cyber defender trained with reinforcement learning (RL) is typically tied to the network on which it was trained, limiting its ability to generalize as network scale changes. Hierarchical RL reduces decision complexity by separating strategic targeting from tactical execution, but it does not eliminate th...

Harshith Doppalapudi, Nathaniel D. Bastian, Ankit Shah · 0 citations

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