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The Problem of Scaling Laws
Physicists are able to conceive and then put that into a mathematical language. This is where the network structure comes from, even though we feel these rules shouldn't exist. Theory predicts it for whatever part of the network you want to talk about or scaling laws. And one of the structures that emerges from it is that the network is fractal like - something that repeats itself over and over again.