Latent Policy Barrier: Learning Robust Visuomotor Policies by Staying In-Distribution

TL;DR

Visuomotor policies trained via behavior cloning are vulnerable to covariate shift, where small deviations from expert trajectories can compound into failure…

Opening excerpt from the authors’ abstract. source