Local Optima in Diversity Optimization: Non-trivial Offspring Population is Essential

D Antipov, A Neumann, F Neumann - International Conference on Parallel …, 2024 - Springer
The main goal of diversity optimization is to find a diverse set of solutions which satisfy some
lower bound on their fitness. Evolutionary algorithms (EAs) are often used for such tasks …

Theoretical Analysis of Quality Diversity Algorithms for a Classical Path Planning Problem

DC Dang, A Neumann, F Neumann, A Opris… - arxiv preprint arxiv …, 2024 - arxiv.org
Quality diversity (QD) algorithms have shown to provide sets of high quality solutions for
challenging problems in robotics, games, and combinatorial optimisation. So far, theoretical …