Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences

Daniel S. Brown, Russell Coleman, Ravi Srinivasan, Scott Niekum

Abstract: Bayesian reward learning from demonstrations enables rigorous safety and uncertainty analysis when performing imitation learning. However, Bayesian reward learning methods are typically computation...