Function Gradient Approximation with Random Shallow ReLU Networks with Control Applications

Andrew Lamperski, Siddharth Salapaka

Neural networks are widely used to approximate unknown functions in control. A common neural network architecture uses a single hidden layer (i.e. a shallow network), in which the…