Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning

Sachit Kuhar, Shuo Cheng, Shivang Chopra +2

Practical Imitation Learning (IL) systems rely on large human demonstration datasets for successful policy learning. However, challenges lie in maintaining the quality of collected…