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I used a very similar idea to create an indirect coding for neuroevolution that was successful in solving some tasks. It's based on a generalization of K^2 Trees and shares the sam…

I've used Z-order curves and related curves in Neuroevolution research. It allows conversion of an adjacency matrix to a spatial subtrate representation that preserves locality as …