On benchmarking surrogate-assisted evolutionary algorithms
Vanessa Volz, Boris Naujoks · Proceedings of the Genetic and Evolutionary Computation Conference Companion · 2019
In this position paper, we discuss the need for systematic benchmarking of surrogate-assisted evolutionary algorithms and give an overview of existing suitable function suites. Based on the findings, we hope to encourage more comparative studies in this field supported by benchmarks and outline how a concerted effort of the community could create better insight into the various previously proposed algorithms and concepts.