Categorical Equivariant Deep Learning: Category-Equivariant Neural Networks and Universal Approximation Theorems

Yoshihiro Maruyama

We develop a theory of category-equivariant neural networks (CENNs) that unifies group/groupoid-equivariant networks, poset/lattice-equivariant networks, graph and sheaf neural net…