Learning from Outside the Viability Kernel: Why we Should Build Robots that can Fall with Grace

Steve Heim, Alexander Spröwitz

Despite impressive results using reinforcement learning to solve complex problems from scratch, in robotics this has still been largely limited to model-based learning with very in…