Increasing Features in MAP-Elites Using an Age-Layered Population Structure

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Pozzuoli:2023:CEC,

• author = "Andrew Pozzuoli and Brian Ross",
• booktitle = "2023 IEEE Congress on Evolutionary Computation (CEC)",
• title = "Increasing Features in {MAP-Elites} Using an Age-Layered Population Structure",
• year = "2023",
• abstract = "The multi-dimensional archive of phenotypic elites (MAP-Elites) algorithm is a popular evolutionary algorithm which returns a highly diverse set of elite solutions. The population is separated into a grid-like feature space defined by user-specified feature dimensions where each cell of the grid corresponds to a unique behaviour combination. The algorithm is conceptually simple and effective at producing high-quality, diverse solutions, but it comes with a major limitation on its exploratory capabilities. With every added feature, the set of solutions grows exponentially, making high-dimensional feature spaces infeasible. This work proposes a way of increasing features with the novel Age-Layered MAP-Elites (ALME) algorithm where the population is separated into age-layers and each layer has its own feature space. By using different features in the layers, the population migrates up through the layers experiencing selective pressure towards different features. This algorithm is applied to a simulated intelligent agent environment where agents are controlled by genetic programming (GP) trees to observe interesting emergent behaviours in under explored regions of the feature space. It is observed that ALME is capable of producing a high-quality and diverse set of solutions that is competitive with traditional MAP-Elites without the combinatorial explosion in the resulting number of solutions.",
• keywords = "genetic algorithms, genetic programming, Sociology, Evolutionary computation, Aerospace electronics, Explosions, Intelligent agents, Statistics, Emergent behaviour, multi-dimensional archive of phenotypic elites (MAP-Elites), quality-diversity (QD), age-layered population structure (ALPS), behavioural diversity",
• DOI = "doi:10.1109/CEC53210.2023.10254093",
• month = jul,
• notes = "Also known as \cite{10254093}",

}

Genetic Programming entries for Andrew Pozzuoli Brian J Ross

Citations