Neural network (NN) controllers trained through sampling of state-action trajectories, such as in reinforcement learning (RL), are becoming increasingly popular in the robotics community. For robotic tasks where safety is required, these methods can be problematic in two ways: first, they do not generally provide safety guarantees during training and, second, the...