Emergent Riemannian geometry over learning discrete computations on continuous manifolds

Julian Brandon, Angus Chadwick, Arthur Pellegrino

Many tasks require mapping continuous input data (e.g. images) to discrete task outputs (e.g. class labels). Yet, how neural networks learn to perform such discrete computations on…