Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards

Katherine Metcalf, Miguel Sarabia, Natalie Mackraz +1

Preference-based reinforcement learning (PbRL) aligns a robot behavior with human preferences via a reward function learned from binary feedback over agent behaviors. We show that…