LLM-guided evolutionary search, aided by scaffolding and self-correction, discovered a 3D packing scoring function competitive with human heuristics, but the model invented no new algorithm structures and its results degraded under added constraints.
A survey of genetic programming and its applications
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Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem
LLM-guided evolutionary search, aided by scaffolding and self-correction, discovered a 3D packing scoring function competitive with human heuristics, but the model invented no new algorithm structures and its results degraded under added constraints.