On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning

Sacha Morin, Moonsub Byeon, Alexia Jolicoeur-Martineau +1

Semi-supervised imitation learning (SSIL) consists in learning a policy from a small dataset of action-labeled trajectories and a much larger dataset of action-free trajectories. S…