643 citations · 1.2k across the 13 of their papers we have counts for
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cs.NE2016★ 24 cited
Convolution by Evolution: Differentiable Pattern Producing Networks
Chrisantha Fernando, Dylan Banarse, Malcolm Reynolds +5
In this work we introduce a differentiable version of the Compositional Pattern Producing Network, called the DPPN. Unlike a standard CPPN, the topology of a DPPN is evolved but th…
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…