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GOAL: A Generalist Combinatorial Optimization Agent Learner

21 June 2024

Papers citing "GOAL: A Generalist Combinatorial Optimization Agent Learner"

50 / 60 papers shown

Title
Improving Generalization of Neural Combinatorial Optimization for Vehicle Routing Problems via Test-Time Projection Learning Yuanyao Chen Rongsheng Chen Fu Luo Zhenkun Wang 54 0 0 03 Jun 2025
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization Yiding Shi Jianan Zhou Wen Song Jieyi Bi Yaoxin Wu Jie Zhang 68 0 0 27 May 2025
Learning to Insert for Constructive Neural Vehicle Routing Solver Fu Luo Xi Lin Mengyuan Zhong Fei Liu Zhenkun Wang Jianyong Sun Qingfu Zhang 80 0 0 20 May 2025
Rethinking Light Decoder-based Solvers for Vehicle Routing Problems Ziwei Huang Jianan Zhou Zhiguang Cao Yixin Xu 91 6 0 02 Mar 2025
GraphThought: Graph Combinatorial Optimization with Thought Generation Zixiao Huang Lifeng Guo Wenhao Li Junjie Sheng Chuyun Shen Haosheng Chen Bo Jin Changhong Lu Xiangfeng Wang LRM AI4CE 65 0 0 17 Feb 2025
Collaboration! Towards Robust Neural Methods for Routing Problems Jianan Zhou Yaoxin Wu Zhiguang Cao Wen Song Jie Zhang Zhiqi Shen AAML 79 3 0 07 Oct 2024
Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization Federico Berto Chuanbo Hua Laurin Luttmann Jiwoo Son Junyoung Park Kyuree Ahn Changhyun Kwon Lin Xie Jinkyoo Park 95 1 0 05 Sep 2024
RouteFinder: Towards Foundation Models for Vehicle Routing Problems Federico Berto Chuanbo Hua Nayeli Gast Zepeda André Hottung N. Wouda Leon Lan Kevin Tierney J. Park Jinkyoo Park 166 16 0 21 Jun 2024
Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives Xuan Wu Di Wang Lijie Wen Yubin Xiao Chunguo Wu Yuesong Wu Chaoyu Yu D. Maskell You Zhou 251 7 0 01 Jun 2024
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts Jianan Zhou Zhiguang Cao Yaoxin Wu Wen Song Yining Ma Jie Zhang Chi Xu 151 27 0 02 May 2024
Cross-Problem Learning for Solving Vehicle Routing Problems Zhuoyi Lin Yaoxin Wu Bangjian Zhou Zhiguang Cao Wen Song Yingqian Zhang Senthilnath Jayavelu 141 14 0 17 Apr 2024
Self-Improved Learning for Scalable Neural Combinatorial Optimization Fu Luo Xi Lin Zhenkun Wang Xialiang Tong Mingxuan Yuan Qingfu Zhang 122 20 0 28 Mar 2024
Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement Jonathan Pirnay D. G. Grimm 95 12 0 22 Mar 2024
Self-Labeling the Job Shop Scheduling Problem Andrea Corsini Angelo Porrello Simone Calderara Mauro DellÁmico SSL 89 15 0 22 Jan 2024
Combinatorial Optimization with Policy Adaptation using Latent Space Search Félix Chalumeau Shikha Surana Clément Bonnet Nathan Grinsztajn Arnu Pretorius Alexandre Laterre Thomas D. Barrett OffRL 120 23 0 13 Nov 2023
Transformers as Graph-to-Graph Models James Henderson Alireza Mohammadshahi Andrei Catalin Coman Lesly Miculicich GNN 65 6 0 27 Oct 2023
Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization Jiwoo Son Minsu Kim Hyeon-Seob Kim Jinkyoo Park 100 22 0 05 Jun 2023
Towards Omni-generalizable Neural Methods for Vehicle Routing Problems Jianan Zhou Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang 122 52 0 31 May 2023
H-TSP: Hierarchically Solving the Large-Scale Travelling Salesman Problem Xuanhao Pan Yan Jin Yuandong Ding Ming Feng Li Zhao Lei Song Jiang Bian 65 46 0 19 Apr 2023
DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization Zhiqing Sun Yiming Yang DiffM 93 133 0 16 Feb 2023
SMART: Self-supervised Multi-task pretrAining with contRol Transformers Yanchao Sun Shuang Ma Ratnesh Madaan Rogerio Bonatti Furong Huang Ashish Kapoor 100 42 0 24 Jan 2023
BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization Darko Drakulic Sofia Michel Florian Mai Arnaud Sors J. Andreoli OffRL 113 42 0 09 Jan 2023
Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation Jieyi Bi Yining Ma Jiahai Wang Zhiguang Cao Jinbiao Chen Yuan Sun Yeow Meng Chee 107 60 0 14 Oct 2022
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems Ruizhong Qiu Zhiqing Sun Yiming Yang 113 90 0 08 Oct 2022
A Generalist Neural Algorithmic Learner Borja Ibarz Vitaly Kurin George Papamakarios Kyriacos Nikiforou Mehdi Abbana Bennani ... Andreea Deac Beatrice Bevilacqua Yaroslav Ganin Charles Blundell Petar Velivcković OOD 92 54 0 22 Sep 2022
Simulation-guided Beam Search for Neural Combinatorial Optimization Jinho Choo Yeong-Dae Kwon Jihoon Kim Jeongwoo Jae André Hottung Kevin Tierney Youngjune Gwon 93 72 0 13 Jul 2022
On the Generalization of Neural Combinatorial Optimization Heuristics S. Manchanda Sofia Michel Darko Drakulic J. Andreoli 93 22 0 01 Jun 2022
Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization Minsu Kim Junyoung Park Jinkyoo Park 147 90 0 26 May 2022
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer Yining Ma Jingwen Li Zhiguang Cao Wen Song Le Zhang Zhenghua Chen Jing Tang 168 140 0 06 Oct 2021
Learning to Delegate for Large-scale Vehicle Routing Sirui Li Zhongxia Yan Cathy Wu 77 117 0 08 Jul 2021
Matrix Encoding Networks for Neural Combinatorial Optimization Yeong-Dae Kwon Jinho Choo Iljoo Yoon Minah Park Duwon Park Youngjune Gwon 108 97 0 21 Jun 2021
Efficient Active Search for Combinatorial Optimization Problems André Hottung Yeong-Dae Kwon Kevin Tierney 88 97 0 09 Jun 2021
Independent Prototype Propagation for Zero-Shot Compositionality Frank Ruis Gertjan J. Burghouts Doina Bucur 73 55 0 01 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 30,029 0 26 Feb 2021
Deep Policy Dynamic Programming for Vehicle Routing Problems W. Kool H. V. Hoof J. Gromicho Max Welling 115 124 0 23 Feb 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 115 361 0 18 Feb 2021
Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances Zhang-Hua Fu K. Qiu H. Zha TPM 96 184 0 19 Dec 2020
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems Liang Xin Wen Song Zhiguang Cao Jie Zhang 82 161 0 19 Dec 2020
Hybrid Genetic Search for the CVRP: Open-Source Implementation and SWAP* Neighborhood Thibaut Vidal 84 184 0 23 Nov 2020
POMO: Policy Optimization with Multiple Optima for Reinforcement Learning Yeong-Dae Kwon Jinho Choo Byoungjip Kim Iljoo Yoon Youngjune Gwon Seungjai Min 127 347 0 30 Oct 2020
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning Cong Zhang Wen Song Zhiguang Cao Jie Zhang Puay Siew Tan Chi Xu 143 318 0 23 Oct 2020
Decoupling Representation Learning from Reinforcement Learning Adam Stooke Kimin Lee Pieter Abbeel Michael Laskin SSL DRL 376 345 0 14 Sep 2020
Learning to Solve Vehicle Routing Problems with Time Windows through Joint Attention Jonas K. Falkner Lars Schmidt-Thieme 41 38 0 16 Jun 2020
Learning the Travelling Salesperson Problem Requires Rethinking Generalization Chaitanya K. Joshi Quentin Cappart Louis-Martin Rousseau T. Laurent 252 121 0 12 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.0K 42,651 0 28 May 2020
ReZero is All You Need: Fast Convergence at Large Depth Thomas C. Bachlechner Bodhisattwa Prasad Majumder H. H. Mao G. Cottrell Julian McAuley AI4CE 89 283 0 10 Mar 2020
Random Features Strengthen Graph Neural Networks Ryoma Sato M. Yamada H. Kashima GNN AAML 81 240 0 08 Feb 2020
Learning Improvement Heuristics for Solving Routing Problems Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang Andrew Lim 99 299 0 12 Dec 2019
Neural Large Neighborhood Search for the Capacitated Vehicle Routing Problem André Hottung Kevin Tierney 93 149 0 21 Nov 2019
Simple, Scalable Adaptation for Neural Machine Translation Ankur Bapna N. Arivazhagan Orhan Firat AI4CE 121 417 0 18 Sep 2019