Adriaan A. de Clercq

When and how can inexact generative models still sample from the data manifold?

A curious phenomenon observed in some dynamical generative models is the following: despite learning errors in the score function or the drift vector field, the generated samples appear to shift \emph{along} the support of the data distribution but not \emph{away} from it. In this work, we investiga…