LLM-assisted algorithm search landscapes are multimodal, rugged, sparsely connected, and task/LLM-dependent, and existing code-similarity metrics correlate only weakly with performance.
In-the-loop hyper-parameter optimization for llm-based automated design of heuristics,
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Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search
LLM-assisted algorithm search landscapes are multimodal, rugged, sparsely connected, and task/LLM-dependent, and existing code-similarity metrics correlate only weakly with performance.