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 are traditionally constructed using a delicate manual process. This is in contrast to the representation that maps DNAs to phenotypes in biological organisms%2C which is at the hear of biological complexity and evolvability. Additionally%2C the core of this process is fundamentally the same across nearly all forms of life%2C reflecting their shared evolutionary origin. Generative models have shown promise in being learnable representations for black-box optimisation but they are not per se designed to be easily searchable. Here we present a system that can meta-learn such representation by directly optimising for a representation's ability to generate quality-diversity. In more detail%2C we show our meta-learning approach can find one Neural Cellular Automata%2C in which cells can attend to different parts of a DNA string genome during development%2C enabling it to grow different solvable 2D maze structures. We show that the evolved genotype-to-phenotype mappings become more and more evolvable%2C not only resulting in a faster search but also increasing the quality and diversity of grown artefacts.?quality=80&w=800)
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