BriefGPT.xyz
Apr, 2025
大型语言模型辅助自动化算法搜索的适应性景观
Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search
HTML
PDF
Fei Liu, Qingfu Zhang, Xialiang Tong, Mingxuan Yuan, Kun Mao
TL;DR
本文探讨了大型语言模型在算法设计中的应用,特别关注其在迭代算法搜索框架中的适应性景观,这一未被充分研究的领域。通过图形分析方法,我们揭示了LLM辅助算法搜索的多模态及复杂结构特点, 这为算法设计提供了有效指导,尤其是在组合优化任务中。
Abstract
Large Language Models
(LLMs) have demonstrated significant potential in
Algorithm Design
. However, when integrated into
Search Frameworks
→