Gaussian blur is reversible with deconvolution - however that is almost certainly not what is happening here, as it’s fairly computationally expensive.
Seems at least as likely that the neural network would learn a generally-applicable approximate Gaussian deconvolution as a specifically-applicable Moon upscale.