They're essentially doing surrogate model optimization, but using a neural network instead of Gaussian processes. This is the same way that the control policy

They're essentially doing surrogate model optimization, but using a neural network instead of Gaussian processes. This is the same way that the control policy for the MIT Cheetah robot was created.