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cs.LG2021★ 29 cited
Policy Manifold Search: Exploring the Manifold Hypothesis for Diversity-based Neuroevolution
Nemanja Rakicevic, Antoine Cully, Petar Kormushev
Neuroevolution is an alternative to gradient-based optimisation that has the potential to avoid local minima and allows parallelisation. The main limiting factor is that usually it…
cs.LG2020
Policy Manifold Search for Improving Diversity-based Neuroevolution
Nemanja Rakicevic, Antoine Cully, Petar Kormushev
Diversity-based approaches have recently gained popularity as an alternative paradigm to performance-based policy search. A popular approach from this family, Quality-Diversity (QD…