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BLADE: Brainstorming LLMs as algorithm designer through evolution for online subset selection

delete2026-04-12
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PRE
AI
Z
Zining Qin *
C
Chenhao Wang *
J
Jianxiong Guo
H
Huiling Qin *
P
Ping Shen
W
Wei Jia
DOI:10.1016/j.knosys.2026.115890delete
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摘要

摘要

En 中文
• 一种新颖的框架,其中大型语言模型充当自动算法设计者。 • 利用多大型语言模型头脑风暴自动生成算法启发式方法。 • 结合基于大型语言模型的生成与岛屿模型,以确保多样性探索。 • 发现了优于在线优化强基准的新型启发式方法。
Keyword:
LLM-based algorithm design
evolutionary algorithms
online optimization
heuristic generation
subset selection

期刊

K
Knowledge-Based Systems
IF:
7.6
论文数:
1.2W
被引数:
4.5W

机构

B
Beijing Normal-Hong Kong Baptist University
学者数:
19
论文数: 13
被引数: 0
B
beijing normal university
学者数:
5.6K
论文数: 2.2K
被引数: 0
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