We present short time existence, uniqueness, and regularity results for a surface diffusion evolution equation with curvature regularization in the context of epitaxially strained two-dimensional films. The proof is based on the De Giorgi's minimizing movements approach, which exploits the gradient flow structure (with respect to the norm of a suitable negative Sobolev space) of the evolution law.