... AIRL algorithm, with the same level of imitation learning performance, the proposed S-AIRL can reduce the collision rate by 32.6%. The rest of the paper is organized as follows. Section 2 provides the preliminaries of S-AIRL, which includes summaries of AIRL, CBF, and safety critic networks...