I am still wondering, why is it not possible, or maybe too hard, to take a trained neural network and reduce its amount of neurons to get a simplified solution

I am still wondering, why is it not possible, or maybe too hard, to take a trained neural network and reduce its amount of neurons to get a simplified solution to a problem? Is there some theoretical or mathematical analysis of neural networks?