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LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch

17 October 2024

Hong Qian

Aimin Zhou

Papers citing "LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch"

22 / 22 papers shown

Title
ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming Weichun Shi Minghao Liu Wanting Zhang Langchen Shi Fuqi Jia Feifei Ma Jian Zhang 20 0 0 07 Oct 2025
CALM Before the STORM: Unlocking Native Reasoning for Optimization Modeling Zhengyang Tang Zihan Ye Chenyu Huang Xuhan Huang Chengpeng Li ... Ming Yan Zizhuo Wang Hongyuan Zha Dayiheng Liu Benyou Wang LRM 17 0 0 05 Oct 2025
Automated Constraint Specification for Job Scheduling by Regulating Generative Model with Domain-Specific Representation Yu-Zhe Shi Qiao Xu Yanjia Li Mingchen Liu Huamin Qu Lecheng Ruan Qining Wang 12 0 0 03 Oct 2025
Optimization Modeling via Semantic Anchored Alignment Yansen Zhang Qingcan Kang Yujie Chen Yufei Wang Xiongwei Han Tao Zhong Mingxuan Yuan Chen Ma 28 0 0 28 Sep 2025
StepORLM: A Self-Evolving Framework With Generative Process Supervision For Operations Research Language Models Chenyu Zhou Tianyi Xu Jianghao Lin Dongdong Ge LRM 40 2 0 26 Sep 2025
OptiMind: Teaching LLMs to Think Like Optimization Experts Zeyi Chen Xinzhi Zhang Humishka Zope Hugo Barbalho Konstantina Mellou Marco Molinaro Janardhan Kulkarni Ishai Menache Sirui Li LRM 2 0 0 26 Sep 2025
Large Language Models as End-to-end Combinatorial Optimization Solvers Xia Jiang Yaoxin Wu Minshuo Li Zhiguang Cao Yingqian Zhang 32 0 0 21 Sep 2025
Large Language Models and Operations Research: A Structured Survey Yang Wang Kai Li OffRL AI4CE 44 0 0 18 Sep 2025
A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving Yisong Zhang Ran Cheng Guoxing Yi Kay Chen Tan OffRL 111 1 0 10 Sep 2025
Teaching LLMs to Think Mathematically: A Critical Study of Decision-Making via Optimization Mohammad J. Abdel-Rahman Yasmeen Alslman Dania Refai Amro Saleh Malik A. Abu Loha Mohammad Yahya Hamed 32 0 0 25 Aug 2025
Automated Optimization Modeling through Expert-Guided Large Language Model Reasoning Beinuo Yang Qishen Zhou Junyi Li Xingchen Su Simon Hu OffRL LRM 16 0 0 20 Aug 2025
EvoCut: Strengthening Integer Programs via Evolution-Guided Language Models Milad Yazdani Mahdi Mostajabdaveh Samin Aref Zirui Zhou 24 0 0 16 Aug 2025
A Survey of Optimization Modeling Meets LLMs: Progress and Future DirectionsInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Ziyang Xiao Jingrong Xie Lilin Xu Shisi Guan J. Zhu ... Mingxuan Yuan Jia Zeng Yuan Wang Gang Chen Dongxiang Zhang OffRL 32 5 0 12 Aug 2025
Toward a Trustworthy Optimization Modeling Agent via Verifiable Synthetic Data Generation Vinicius Lima Dzung Phan Jayant Kalagnanam Dhaval Patel Nianjun Zhou LLMAG OffRL 32 1 0 05 Aug 2025
OptiHive: Ensemble Selection for LLM-Based Optimization via Statistical Modeling Maxime Bouscary Saurabh Amin 36 0 0 04 Aug 2025
Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings Rong-Xi Tan Ming Chen Ke Xue Yao Wang Yaoyuan Wang Sheng Fu Chao Qian OffRL 95 1 0 08 Jun 2025
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization Yiding Shi Jianan Zhou Wen Song Jieyi Bi Yaoxin Wu Jie Zhang 152 4 0 27 May 2025
LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression Hengzhe Zhang Qi Chen Bing Xue Mengjie Zhang 109 0 0 24 May 2025
DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization Hongshu Guo Zeyuan Ma Yining Ma Xinglin Zhang Wei-Neng Chen Yue-Jiao Gong 237 0 0 23 May 2025
MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization Zeyuan Ma Yue-Jiao Gong Hongshu Guo Wenjie Qiu Sijie Ma ... Zhiyang Huang Zechuan Huang Guojun Peng Ran Cheng Yining Ma OffRL 120 0 0 23 May 2025
OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale Ali AhmadiTeshnizi Wenzhi Gao Herman Brunborg Shayan Talaei Connor Lawless Madeleine Udell 182 16 0 29 Jul 2024
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Lu Wang Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 461 546 0 18 Aug 2023