Before revision:  The neural network denoted as Chemical Reaction Neural Network (CRNN), is designed to be equivalent to chemical reaction networks by following the fundamental physics laws of the Law of Mass Action and  Arrhenius Law.
After revision:  The neural network denoted as Chemical Reaction Neural Network (CRNN), by design, satisfies the fundamental physics laws of the Law of Mass Action and Arrhenius Law.