Safe Reinforcement Learning with Probabilistic Control Barrier Functions for Ramp Merging

Soumith Udatha, Yiwei Lyu, John Dolan

Prior work has looked at applying reinforcement learning and imitation learning approaches to autonomous driving scenarios, but either the safety or the efficiency of the algorithm…