Yes, of course, this has long been a widely held assumption. That's why we call it the "manifold hypothesis."

As far as I know, no one has been able to show -- with mathematical rigor -- that this is why deep learning works so well on so many challenging perceptual ("cognitive") tasks.

That seems significant to me.