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Large Language Model-Driven Evolutionary Optimization With a Hallucination-Resilient Mechanism

Weixiong Huang Rui Wang Tao Zhang Sheng Qi Shichao Fan Ling Wang

自动化学报（英文版）2026，Vol.13Issue(6)：1428-1445,18.

自动化学报（英文版）2026，Vol.13Issue(6)：1428-1445,18.DOI:10.1109/JAS.2025.125876

Large Language Model-Driven Evolutionary Optimization With a Hallucination-Resilient Mechanism

Weixiong Huang ¹Rui Wang ²Tao Zhang ¹Sheng Qi ¹Shichao Fan ³Ling Wang⁴

作者信息

1. College of Systems Engineering,National University of Defense Technology,Changsha 410073||Hunan Key Laboratory of Multi-Energy System Intelligent Interconnection Technology,Changsha 410073,China
2. Hunan Key Laboratory of Multi-Energy System Intelligent Interconnection Technology,Changsha 410073,China
3. National University of Defense Technology,Changsha 410073,China
4. Department of Automation,Tsinghua University,Beijing 100084,China
折叠

摘要

关键词

Evolutionary algorithm(EA)/evolutionary compu-tation/large language models(LLMs)

Key words

Evolutionary algorithm(EA)/evolutionary compu-tation/large language models(LLMs)

引用本文复制引用

Weixiong Huang,Rui Wang,Tao Zhang,Sheng Qi,Shichao Fan,Ling Wang..Large Language Model-Driven Evolutionary Optimization With a Hallucination-Resilient Mechanism[J].自动化学报（英文版）,2026,13(6):1428-1445,18.

基金项目

This work was supported by the National Natural Science Foundation of China(62550020,72421002),the Science and Technology Project for Young and Middle-aged Talents of Hunan(2023TJ-Z03),the University Fundamental Research Fund(23-ZZCX-JDZ-28),and the National Postdoctoral Program for Innovative Talents of China(BX20250439).The authors would also like to thank the support from COSTA:Complex System Optimization Team of the College of System Engineering at NUDT. （62550020,72421002）

自动化学报（英文版）

ISSN：2329-9266

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