Efficient Probabilistic Performance Bounds for Inverse Reinforcement Learning

Daniel S. Brown, Scott Niekum

In the field of reinforcement learning there has been recent progress towards safety and high-confidence bounds on policy performance. However, to our knowledge, no practical metho…