CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization

6 April 2025

Papers citing "CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization"

22 / 22 papers shown

Title
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization Yiding Shi Jianan Zhou Wen Song Jieyi Bi Yaoxin Wu Jie Zhang 58 0 0 27 May 2025
A Comprehensive Evaluation of Contemporary ML-Based Solvers for Combinatorial Optimization Shengyu Feng Weiwei Sun Shanda Li Ameet Talwalkar Yiming Yang 55 1 0 22 May 2025
CodePDE: An Inference Framework for LLM-driven PDE Solver Generation Shanda Li Tanya Marwah Junhong Shen W. Sun Andrej Risteski Yiming Yang Ameet Talwalkar AI4CE 81 2 0 13 May 2025
Towards an AI co-scientist Juraj Gottweis W. Weng Alexander Daryin T. Tu Anil Palepu ... Gary Peltz Yunhan Xu Annalisa Pawlosky Alan Karthikesalingam Vivek Natarajan LLMAG 121 51 0 26 Feb 2025
AIDE: AI-Driven Exploration in the Space of Code Zhengyao Jiang Dominik Schmidt Dhruv Srikanth Dixing Xu Ian Kaplan Deniss Jacenko Yuxiang Wu 144 16 0 18 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 2,013 0 22 Jan 2025
Qwen2.5-Coder Technical Report Binyuan Hui Jian Yang Zeyu Cui Jiaxi Yang Dayiheng Liu ... Fei Huang Xingzhang Ren Xuancheng Ren Jingren Zhou Junyang Lin OSLM 117 337 0 18 Sep 2024
Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference Wei-Lin Chiang Lianmin Zheng Ying Sheng Anastasios Nikolas Angelopoulos Tianle Li ... Hao Zhang Banghua Zhu Michael I. Jordan Joseph E. Gonzalez Ion Stoica OSLM 160 599 0 07 Mar 2024
OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models Ali AhmadiTeshnizi Wenzhi Gao Madeleine Udell LLMAG 74 25 0 15 Feb 2024
Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model Fei Liu Xialiang Tong Mingxuan Yuan Xi Lin Fu Luo Zhenkun Wang Zhichao Lu Qingfu Zhang VLM 116 82 0 04 Jan 2024
NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes Lizhou Fan Wenyue Hua Lingyao Li Haoyang Ling Yongfeng Zhang LRM 107 57 0 22 Dec 2023
SWE-bench: Can Language Models Resolve Real-World GitHub Issues? Carlos E. Jimenez John Yang Alexander Wettig Shunyu Yao Kexin Pei Ofir Press Karthik Narasimhan ELM 122 643 0 10 Oct 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 196 1,682 0 30 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning Noah Shinn Federico Cassano Beck Labash A. Gopinath Karthik Narasimhan Shunyu Yao LLMAG KELM 137 1,320 0 20 Mar 2023
NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions Rindranirina Ramamonjison Timothy T. Yu Raymond Li Haley Li Giuseppe Carenini ... Shiqi He Mahdi Mostajabdaveh Amin Banitalebi-Dehkordi Zirui Zhou Yong Zhang 84 42 0 14 Mar 2023
DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization Zhiqing Sun Yiming Yang DiffM 82 132 0 16 Feb 2023
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems Ruizhong Qiu Zhiqing Sun Yiming Yang 113 90 0 08 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 455 2,982 0 06 Oct 2022
What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization Maximilian Böther Otto Kißig M. Taraz S. Cohen Karen Seidel Tobias Friedrich AI4CE 108 46 0 25 Jan 2022
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 113 361 0 18 Feb 2021
Exact Combinatorial Optimization with Graph Convolutional Neural Networks Maxime Gasse Didier Chételat Nicola Ferroni Laurent Charlin Andrea Lodi GNN CML 145 489 0 04 Jun 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 157 1,398 0 15 Nov 2018