Equivariant neural networks and piecewise linear representation theory

Joel Gibson, Daniel Tubbenhauer, Geordie Williamson

Equivariant neural networks are neural networks with symmetry. Motivated by the theory of group representations, we decompose the layers of an equivariant neural network into simpl…