Before revision:  Our proof is based on constructing a neural network which simulates gradient descent  in an appropriate Hilbert space which converges to the solution of the PDE.
After revision:  Our proof is based on constructing a neural network which simulates gradient descent ( in an appropriate Hilbert space which converges to the solution of the PDE.