Comparing six LLaMEA prompt and selection variants on 5D BBOB problems, the 1+1 elitist variant using both simplify and random-perturbation prompts produced the best anytime performance, and behaviour metrics link this to stronger exploitation and less stagnation.
Communications of the ACM55(2), 70–80 (2012)
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Behaviour Space Analysis of LLM-driven Meta-heuristic Discovery
Comparing six LLaMEA prompt and selection variants on 5D BBOB problems, the 1+1 elitist variant using both simplify and random-perturbation prompts produced the best anytime performance, and behaviour metrics link this to stronger exploitation and less stagnation.