6 citations · 11 across the 3 of their papers we have counts for
3 papers
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…
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…
Design for a Darwinian Brain: Part 2. Cognitive Architecture
Chrisantha Fernando, Vera Vasas
The accumulation of adaptations in an open-ended manner during lifetime learning is a holy grail in reinforcement learning, intrinsic motivation, artificial curiosity, and developm…