Geometric regularization of autoencoders via observed stochastic dynamics

Sean Hill, Felix X. -F. Ye

Stochastic dynamical systems with slow or metastable behavior evolve, on long time scales, on an unknown low-dimensional manifold in high-dimensional ambient space. Building a redu…