LLM-Driven Metaheuristic Innovation: An Adaptive Hybrid COA–LSHADE–MPA Algorithm

Abstract excerpt

<title>Abstract</title> <p>The use of large language models (LLMs) as generators of metaheuristic algorithms introduces a new paradigm for automated algorithm design. This study proposes an LLM-generated algorithm called hybrid CLM, inspired by the crayfish optimization algorithm (COA), Success-History Based Adaptive Differential Evolution with Linear Population Size Reduction (LSHADE), and marine predator algori...

Topics

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• Algorithms
• Biological Evolution
• Computer Simulation
• Models, Theoretical
• Mutation
• Probability
• Reproducibility of Results
• Software

Identifiers and source

Literature Corpus work

5c9be651-95b6-5b15-a011-0e3c676eeba8

DOI

10.21203/rs.3.rs-8915837/v1