Don't want to be an asshole but it really can't be called Deep Learning if it doesn't do backprob. Deep inference, at best.
The paper reads like a bad joke.
I think that the authors of such excellent publications such as "Visually Identifying Rank", "A Spectral Method for Ghost Detection" and "N-dimensional Polytope Schemes"[1] deserve a little more credit than that.