Robustness Verification of Deep Reinforcement Learning Based Control Systems using Reward Martingales

Dapeng Zhi, Peixin Wang, Cheng Chen +1

Deep Reinforcement Learning (DRL) has gained prominence as an effective approach for control systems. However, its practical deployment is impeded by state perturbations that can s…