Before revision:  The physics engine equipped with the residual model is then used to control the marble in the maze environment using a model-predictive feedback over a receding horizon.
After revision:  The physics engine augmented with the residual model is then used to control the marble in the maze environment using a model-predictive feedback over a receding horizon.