Large Language Models as Evolutionary Optimizers

29 October 2023

Papers citing "Large Language Models as Evolutionary Optimizers"

21 / 21 papers shown

Title
A Trustworthy Multi-LLM Network: Challenges,Solutions, and A Use Case Haoxiang Luo Gang Sun Yinqiu Liu Dusit Niyato Hongfang Yu Mohammed Atiquzzaman Schahram Dustdar 39 0 0 06 May 2025
Large Language Models as Particle Swarm Optimizers Yamato Shinohara Jinglue Xu Tianshui Li Hitoshi Iba 31 0 0 12 Apr 2025
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning Anja Surina Amin Mansouri Lars Quaedvlieg Amal Seddas Maryna Viazovska Emmanuel Abbe Çağlar Gülçehre 38 1 0 07 Apr 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 167 3 0 04 Mar 2025
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-jiao Gong Jun Zhang Kay Chen Tan 113 2 0 01 Nov 2024
Sequential Large Language Model-Based Hyper-parameter Optimization Kanan Mahammadli Seyda Ertekin 45 5 0 27 Oct 2024
In Context Learning and Reasoning for Symbolic Regression with Large Language Models Samiha Sharlin Tyler R. Josephson ReLM LLMAG LRM 47 1 0 22 Oct 2024
LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch Caigao Jiang Xiang Shu Hong Qian Xingyu Lu Jun-ping Zhou Aimin Zhou Yang Yu 39 1 0 17 Oct 2024
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges Mohammed Elhenawy Ahmad Abutahoun Taqwa I. Alhadidi Ahmed Jaber Huthaifa I. Ashqar Shadi Jaradat Ahmed Abdelhay Sébastien Glaser A. Rakotonirainy LLMAG LRM 31 12 0 26 Jun 2024
Efficient Evolutionary Search Over Chemical Space with Large Language Models Haorui Wang Marta Skreta C. Ser Wenhao Gao Lingkai Kong ... Yanqiao Zhu Yuanqi Du Alán Aspuru-Guzik Kirill Neklyudov Chao Zhang 47 12 0 23 Jun 2024
LLM2FEA: Discover Novel Designs with Generative Evolutionary Multitasking Melvin Wong Jiao Liu Thiago Rios Stefan Menzel Yew-Soon Ong 57 2 0 21 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 38 9 0 15 Jun 2024
Open-Endedness is Essential for Artificial Superhuman Intelligence Edward Hughes Michael Dennis Jack Parker-Holder Feryal M. P. Behbahani Aditi Mavalankar Yuge Shi Tom Schaul Tim Rocktaschel LRM 40 22 0 06 Jun 2024
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 61 3 0 28 May 2024
Exploring the Improvement of Evolutionary Computation via Large Language Models Jinyu Cai Jinglue Xu Jialong Li Takuto Yamauchi Hitoshi Iba Kenji Tei 40 2 0 05 May 2024
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges Wang Chao Jiaxuan Zhao Licheng Jiao Lingling Li Fang Liu Shuyuan Yang 75 13 0 19 Jan 2024
Chip-Chat: Challenges and Opportunities in Conversational Hardware Design Jason Blocklove S. Garg Ramesh Karri Hammond Pearce 45 169 0 22 May 2023
How Good Is Neural Combinatorial Optimization? A Systematic Evaluation on the Traveling Salesman Problem Shengcai Liu Yu Zhang K. Tang Xin Yao 65 40 0 22 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,273 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 398 8,559 0 28 Jan 2022
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 71 1,456 0 29 Nov 2016