mlsanityData to 14 Oct 2026

Metaheuristics "In the Large"

arXiv 2011.09821 ↗First posted 19 Nov 2020cs.NE cs.AIcited by 4

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Abstract (arXiv)

Following decades of sustained improvement, metaheuristics are one of the great success stories of optimization research. However, in order for research in metaheuristics to avoid fragmentation and a lack of reproducibility, there is a pressing need for stronger scientific and computational infrastructure to support the development, analysis and comparison of new approaches. We argue that, via principled choice of infrastructure support, the field can pursue a higher level of scientific enquiry. We describe our vision and report on progress, showing how the adoption of common protocols for all metaheuristics can help liberate the potential of the field, easing the exploration of the design space of metaheuristics.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Nov 2020.

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4 papers.