Comment by mayukhdeb

It is indeed brain-like in a functional way. Topographic structure is what enables the brain to have low dimensionality and metabolic efficiency. We find that inducing such structure in neural nets made them have significantly lower dimensionality and also more parameter efficient (After training, we could take advantage of the structure to remove ~80% of the weights in topographic layers without sacrificing performance)