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FunSearch: Mathematical Discoveries from Program Search with LLMs
Bernardino Romera-Paredes, et al. (DeepMind) · 2023
L1 · Domain Research AgentsNature 625, 468–475 (2024)#program-search#verification
CORE IDEA
LLM + evolutionary algorithm + program-level verification,verification 是 mechanical 的——Python 跑 program 结果对就保留。
CONCRETE EXAMPLE
cap set 问题找到更好 lower bound;bin packing 上超越 First Fit Decreasing。
L-ANCHOR · 为什么在这一层重要
near-L5 系统,verifiable novelty 模板,RQ 直接继承