When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges

When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges

19 January 2024

Lingling Li

Fang Liu

Shuyuan Yang

Papers citing "When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges"

14 / 14 papers shown

Title
Learning Evolution via Optimization Knowledge Adaptation Chao Wang Licheng Jiao Jiaxuan Zhao Lingling Li Fang Liu S. M. I. Simon X. Yang 33 1 0 04 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 50 0 0 31 Dec 2024
Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms He Yu J. Liu 33 2 0 28 Oct 2024
Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence Shangbin Feng Zifeng Wang Yike Wang Sayna Ebrahimi Hamid Palangi ... Nathalie Rauschmayr Yejin Choi Yulia Tsvetkov Chen-Yu Lee Tomas Pfister MoMe 25 3 0 15 Oct 2024
"Oh LLM, I'm Asking Thee, Please Give Me a Decision Tree": Zero-Shot Decision Tree Induction and Embedding with Large Language Models Ricardo Knauer Mario Koddenbrock Raphael Wallsberger Nicholas M. Brisson Georg N. Duda Deborah Falla David W. Evans Erik Rodner 25 0 0 27 Sep 2024
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 23 8 0 16 May 2024
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization Zeyi Wang Songbai Liu Jianyong Chen Kay Chen Tan 24 8 0 09 May 2024
Identify Critical Nodes in Complex Network with Large Language Models Jinzhu Mao Dongyun Zou Li Sheng Siyi Liu Chen Gao Yue Wang Yong Li 26 3 0 01 Mar 2024
FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models Jingwei Sun Ziyue Xu Hongxu Yin Dong Yang Daguang Xu Yiran Chen Holger R. Roth VLM 87 23 0 02 Oct 2023
SPELL: Semantic Prompt Evolution based on a LLM Yujian Betterest Li Kai Wu 31 6 0 02 Oct 2023
AutoML-GPT: Automatic Machine Learning with GPT Shujian Zhang Chengyue Gong Lemeng Wu Xingchao Liu Mi Zhou LLMAG 52 59 0 04 May 2023
Reliable Gradient-free and Likelihood-free Prompt Tuning Maohao Shen S. Ghosh P. Sattigeri Subhro Das Yuheng Bu G. Wornell VLM 44 10 0 30 Apr 2023
Automated Design of Metaheuristic Algorithms: A Survey Qi Zhao Qiqi Duan Bai Yan Shi Cheng Yuhui Shi 19 10 0 12 Mar 2023
BBTv2: Towards a Gradient-Free Future with Large Language Models Tianxiang Sun Zhengfu He Hong Qian Yunhua Zhou Xuanjing Huang Xipeng Qiu 91 53 0 23 May 2022