Paul Lessard

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

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 far lack a coherent bridge between specifying constraints which models must satisfy and specifying their implementations.…