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Image Credit: Arxiv

Illuminating the Diversity-Fitness Trade-Off in Black-Box Optimization

  • In real-world applications, users often favor structurally diverse design choices over one high-quality solution.
  • This paper aims to identify a fixed number of solutions with a specified distance while maximizing their average quality.
  • An empirical study suggests that uniform random sampling performs well in producing diverse high-quality solutions.
  • The study emphasizes the need for algorithms tailored to produce diverse solutions of high average quality.

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