TreeIRL: Safe Urban Driving with Tree Search and Inverse Reinforcement Learning

Momchil S. Tomov, Sang Uk Lee, Hansford Hendrago +14

We present TreeIRL, a novel planner for autonomous driving that combines Monte Carlo tree search (MCTS) and inverse reinforcement learning (IRL) to achieve state-of-the-art perform…