The theory of magnitude provides a mathematical framework for quantifying and maximizing diversity. We apply this framework to formulate quality-diversity algorithms in generic dissimilarity spaces. In particular, we instantiate and demonstrate a very general version of Go-Explore with promising performance.
翻译:量级理论为量化和最大化多样性提供了一个数学框架。 我们运用这个框架来在通用差异空间中制定质量多样性算法。 特别是, 我们即时并展示了一个非常笼统的Go- Explore 版本, 其性能很有希望。