Efficient Imitation Without Demonstrations via Value-Penalized Auxiliary Control from Examples

Trevor Ablett, Bryan Chan, Jayce Haoran Wang +1

Common approaches to providing feedback in reinforcement learning are the use of hand-crafted rewards or full-trajectory expert demonstrations. Alternatively, one can use examples…