Tool-mediated LLM agents with deterministic tools and a machine-checked Lyapunov certificate achieve stable control in cyber defense, reducing attacker game value by 59% on real attack graphs.
Game theory meets llm and agentic ai: Reimagining cybersecurity for the age of intelligent threats.arXiv
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Multilevel Interactive Equilibrium generalizes Nash equilibrium so that neural learning, internal representations, and observable behaviors mutually stabilize in interacting agents.
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Stable Agentic Control: Tool-Mediated LLM Architecture for Autonomous Cyber Defense
Tool-mediated LLM agents with deterministic tools and a machine-checked Lyapunov certificate achieve stable control in cyber defense, reducing attacker game value by 59% on real attack graphs.
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A Theory of Multilevel Interactive Equilibrium in NeuroAI
Multilevel Interactive Equilibrium generalizes Nash equilibrium so that neural learning, internal representations, and observable behaviors mutually stabilize in interacting agents.