The Representation Theory of Neural Networks
In this work, we show that neural networks can be represented via the mathematical theory of quiver representations.More specifically, we prove that a neural network is a quiver representation with activation functions, a mathematical object that we represent using a network quiver.Furthermore, we show that network quivers gently adapt to common ne