See for example, Statistical mechanics of networks, Physical Review E 70, 066117 (2004).

The architecture and topology of networks seem analogous to graphs.

Perhaps though the significant aspect of networks is not their architecture but their thermodynamics, how energy is distributed via networks.

Perhaps networks linkages are only means for optimizing energy distributions. If so, then network entropy (C log(n)) might be more fundamental (and much simpler to use) than the means by which network entropy is maximized. If that were so, then the network analogy to graphs might lead to a sub-optimal conceptual reference frame.

Dimensional capacity is arguably a better conceptual reference frame.

Your views?

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