Scaling simulation-to-real transfer by learning a latent space of robot skills

RC Julian, E Heiden, Z He, H Zhang… - … Journal of Robotics …, 2020 - journals.sagepub.com
We present a strategy for simulation-to-real transfer, which builds on recent advances in
robot skill decomposition. Rather than focusing on minimizing the simulation–reality gap, we …

Characterizing and Improving Robot Learning: A Control-Theoretic Perspective

JA Preiss - 2022 - search.proquest.com
The interface between machine learning and control has enabled robots to move outside the
laboratory into challenging real-world settings. Deep reinforcement learning can scale …