Verifying the Union of Manifolds Hypothesis for Image Data

Bradley C. A. Brown, Anthony L. Caterini, Brendan Leigh Ross +2

Deep learning has had tremendous success at learning low-dimensional representations of high-dimensional data. This success would be impossible if there was no hidden low-dimension…