Position: Categorical Deep Learning is an Algebraic Theory of All Architectures

Bruno Gavranović, Paul Lessard, Andrew Dudzik +3

We present our position on the elusive quest for a general-purpose framework for specifying and studying deep learning architectures. Our opinion is that the key attempts made so f…