Trident : How to Break Deep Reinforcement Learning Cyber Defenses (Agentic)
Empirical evaluations reveal a fundamental brittleness in existing defenses: with a single trainable 7B planner, Trident reduces blue agent defensive performance by an average of 522% compared to static red agent baselines while autonomously discovering emergent behaviors such as decoy avoidance and adaptive state prio...
Ryozo Masukawa, Ian Bryant, Armita Kazeminajafabadi et al.
· 1 citation