2026
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
ICML 2026poster
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. Some SSIL methods learn an inverse dynamics model (IDM) to predict the action from the current state and the next state. …