THE REPRESENTATION THEORY OF NEURAL NETWORKS

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

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