Better-than-Demonstrator Imitation Learning via Automatically-Ranked Demonstrations

Daniel S. Brown, Wonjoon Goo, Scott Niekum

The performance of imitation learning is typically upper-bounded by the performance of the demonstrator. While recent empirical results demonstrate that ranked demonstrations allow…