On NVC: I’ve only done first pass on the paper, but what was the reasoning for 32 neuron output layer? Assuming inference and training time. But does it collapse beyond a point?

The Thomas Piketty book capitalism in 21st century has interesting thoughts along similar lines. Worth a read