Normalizing flows have been successfully modeling a complex probability distribution as an invertible transformation of simple base distribution. However, there are often applications that require more than invertibility. For instance, the computation energies and forces in physics requires second derivatives to be well-defined continuous. Smooth normalizing employ infinitely differentiable tra...