... is even more vulnerable to unsafe situations as it can only infer the importance of safety based on expert demonstrations. In this paper, we propose a safety-aware adversarial inverse reinforcement learning (S-AIRL) algorithm. First, the control barrier function is used to guide the training of a safety...