Frederik D Ebert

Pre-Training for Robots: Offline RL Enables Learning New Tasks in a Handful of Trials

Progress in deep learning highlights the tremendous potential of utilizing diverse datasets for attaining effective generalization and makes it enticing to consider leveraging broad datasets for attaining robust generalization in robotic learning as well. However, in practice we often want to learn…