86 citations · 220 across the 13 of their papers we have counts for
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cs.NE2016★ 5 cited
Learning to Generate Genotypes with Neural Networks
Alexander W. Churchill, Siddharth Sigtia, Chrisantha Fernando
Neural networks and evolutionary computation have a rich intertwined history. They most commonly appear together when an evolutionary algorithm optimises the parameters and topolog…
cs.NE2014★ 6 cited
A Denoising Autoencoder that Guides Stochastic Search
Alexander W. Churchill, Siddharth Sigtia, Chrisantha Fernando
An algorithm is described that adaptively learns a non-linear mutation distribution. It works by training a denoising autoencoder (DA) online at each generation of a genetic algori…