  The existence and uniqueness of weak solutions to dynamical low-rank
evolution problems for parabolic partial differential equations in two spatial
dimensions is shown, covering also non-diagonal diffusion in the elliptic part.
The proof is based on a variational time-stepping scheme on the low-rank
manifold. Moreover, this scheme is shown to be closely related to practical
methods for computing such low-rank evolutions.
