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Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach

28 May 2024

Camilo Chacón Sartori

Christian Blum

Filippo Bistaffa

Guillem Rodríguez Corominas

AIFin

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Papers citing "Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach"

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Title
Large Language Models in Operations Research: Methods, Applications, and Challenges Yang Wang Kai Li OffRL AI4CE 198 0 0 18 Sep 2025
LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm Camilo Chacón Sartori Martín Isla Pino Pedro Pinacho Davidson Christian Blum 76 0 0 05 Sep 2025
RAG/LLM Augmented Switching Driven Polymorphic Metaheuristic Framework Faramarz Safi Esfahani Ghassan Beydoun Morteza Saberi Brad McCusker Biswajeet Pradhan 183 0 0 20 May 2025
Combinatorial Optimization for All: Using LLMs to Aid Non-Experts in Improving Optimization Algorithms Camilo Chacón Sartori Christian Blum 285 4 0 14 Mar 2025
Non-Determinism of "Deterministic" LLM Settings Berk Atil Alexa Chittams Liseng Fu Ferhan Ture Lixinyu Xu ... Tomasz Tudrej Ferhan Ture Zhe Wu Lixinyu Xu Breck Baldwin 645 0 0 06 Aug 2024
Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention Tsendsuren Munkhdalai Manaal Faruqui Siddharth Gopal LRM LLMAG CLL 265 158 0 10 Apr 2024
Risk and Response in Large Language Models: Evaluating Key Threat Categories Bahareh Harandizadeh A. Salinas Fred Morstatter 181 7 0 22 Mar 2024
LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation Zeyuan Ma Hongshu Guo Jiacheng Chen Guojun Peng Zhiguang Cao Yining Ma Yue-Jiao Gong SyDa ALM 267 37 0 02 Mar 2024
Are Large Language Models Good Prompt Optimizers? Ruotian Ma Xiaolei Wang Xin Zhou Jian Li Nan Du Tao Gui Tao Gui Xuanjing Huang LLMAG LRM 226 38 0 03 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 304 257 0 31 Jan 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 220 101 0 30 Jan 2024
Large Language Model based Multi-Agents: A Survey of Progress and ChallengesInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Taicheng Guo Preslav Nakov Yaqi Wang Ruidi Chang Shichao Pei Nitesh Chawla Olaf Wiest Xiangliang Zhang LLMAG LM&Ro AI4CE LRM 420 588 0 21 Jan 2024
Prompting open-source and commercial language models for grammatical error correction of English learner textAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Christopher Davis Andrew Caines Oistein Andersen Shiva Taslimipoor H. Yannakoudakis Zheng Yuan Christopher Bryant Marek Rei P. Buttery 250 22 0 15 Jan 2024
LLM360: Towards Fully Transparent Open-Source LLMs Zhengzhong Liu Aurick Qiao Willie Neiswanger Hongyi Wang Bowen Tan ... Zhiting Hu Mark Schulze Preslav Nakov Timothy Baldwin Eric Xing 262 91 0 11 Dec 2023
Efficient Large Language Models: A Survey Zhongwei Wan Xin Wang Che Liu Samiul Alam Yu Zheng ... Shen Yan Yi Zhu Quanlu Zhang Mosharaf Chowdhury Mi Zhang LM&MA 203 186 0 06 Dec 2023
ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up? Hailin Chen Fangkai Jiao Xingxuan Li Chengwei Qin Mathieu Ravaut Ruochen Zhao Caiming Xiong Shafiq Joty ELM CLL AI4MH LRM ALM 248 31 0 28 Nov 2023
Large Language Models as Evolutionary OptimizersIEEE Congress on Evolutionary Computation (CEC), 2023 Shengcai Liu Caishun Chen Xinghua Qu Jiaheng Zhang Yew-Soon Ong 352 159 0 29 Oct 2023
LLMLingua: Compressing Prompts for Accelerated Inference of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Huiqiang Jiang Qianhui Wu Chin-Yew Lin Yuqing Yang Lili Qiu 270 165 0 09 Oct 2023
Towards Optimizing with Large Language Models Pei-Fu Guo Ying-Hsuan Chen Yun-Da Tsai Shou-De Lin 220 44 0 08 Oct 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 356 1,297 0 14 Sep 2023
Large Language Models as OptimizersInternational Conference on Learning Representations (ICLR), 2023 Chengrun Yang Xuezhi Wang Yifeng Lu Hanxiao Liu Quoc V. Le Denny Zhou Xinyun Chen ODL 432 606 0 07 Sep 2023
Exploring the psychology of LLMs' Moral and Legal ReasoningArtificial Intelligence (AIJ), 2023 G. F. C. F. Almeida José Luiz Nunes Neele Engelmann Alex Wiegmann Marcelo de Araújo ELM LRM 144 71 0 02 Aug 2023
Large Language Models as General Pattern MachinesConference on Robot Learning (CoRL), 2023 Suvir Mirchandani F. Xia Peter R. Florence Brian Ichter Danny Driess Montse Gonzalez Arenas Kanishka Rao Dorsa Sadigh Andy Zeng LLMAG 252 251 0 10 Jul 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot ArenaNeural Information Processing Systems (NeurIPS), 2023 Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 2.2K 6,246 0 09 Jun 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 3.3K 20,007 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 2.6K 17,188 0 27 Feb 2023
A machine learning framework for neighbor generation in metaheuristic search De-You Liu Vincent Perreault A. Hertz Andrea Lodi 113 7 0 22 Dec 2022
Reasoning with Language Model Prompting: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 547 379 0 19 Dec 2022
Large Language Models are few(1)-shot Table ReasonersFindings (Findings), 2022 Wenhu Chen LMTD ReLM LRM 203 188 0 13 Oct 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Abigail Z. Jacobs J. Dean W. Fedus ELM ReLM LRM 440 3,046 0 15 Jun 2022
An attention model for the formation of collectives in real-world domainsArtificial Intelligence (AIJ), 2022 Adrià Fenoy Filippo Bistaffa Alessandro Farinelli 109 3 0 30 Apr 2022
FastCover: An Unsupervised Learning Framework for Multi-Hop Influence Maximization in Social Networks Ru-Fen Ni Xue Li Fangqi Li Xiaofeng Gao Guihai Chen 95 7 0 31 Oct 2021
Reproducibility in Evolutionary ComputationACM Transactions on Evolutionary Learning and Optimization (TELO), 2021 Manuel López-Ibánez Juergen Branke L. Paquete 180 36 0 05 Feb 2021
Boosting Ant Colony Optimization via Solution Prediction and Machine LearningComputers & Operations Research (Comput. Oper. Res.), 2020 Yuan Sun Sheng Wang Yunzhuang Shen Xiaodong Li Andreas T. Ernst M. Kirley 138 35 0 29 Jul 2020
Language Models are Few-Shot LearnersNeural Information Processing Systems (NeurIPS), 2020 Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.9K 51,003 0 28 May 2020
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 342 1,575 0 15 Nov 2018
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017 Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 2.4K 157,232 0 12 Jun 2017