Abstract: Autonomous driving systems (ADS) shall safely navigate diverse scenarios encountered in an open world. Prior to deployment, it is crucial to evaluate their ability to handle these situations ...

Abstract: Reinforcement learning (RL) offers a powerful paradigm for adaptive motion planning in complex driving environments. However, applying RL to autonomous driving remains challenging due to ...