It's not the first similar claim, there was one that large CPU's can beat GPUs by creating a very sparse matrix using spatial hashing. Preserving the gradient but finding it with vastly less computation by simply not multiplying elements that don't have much or any impact.
EDIT: orginial work afaik https://arxiv.org/abs/1903.03129