Title
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization Yiding Shi Jianan Zhou Wen Song Jieyi Bi Yaoxin Wu Jie Zhang 79 0 0 27 May 2025
USPR: Learning a Unified Solver for Profiled Routing Chuanbo Hua Federico Berto Zhikai Zhao Jiwoo Son Changhyun Kwon Jinkyoo Park 97 0 0 08 May 2025
Accelerating Vehicle Routing via AI-Initialized Genetic Algorithms Ido Greenberg Piotr Sielski Hugo Linsenmaier Rajesh Gandham Shie Mannor Alex Fender Gal Chechik E. Meirom 54 1 0 08 Apr 2025
SED2AM: Solving Multi-Trip Time-Dependent Vehicle Routing Problem using Deep Reinforcement Learning Arash Mozhdehi Yansen Wang Sun Sun Xin Eric Wang AI4TS 111 0 0 06 Mar 2025
Rethinking Light Decoder-based Solvers for Vehicle Routing Problems Ziwei Huang Jianan Zhou Zhiguang Cao Yixin Xu 91 6 0 02 Mar 2025
Reinforcement learning with combinatorial actions for coupled restless bandits Lily Xu Bryan Wilder Elias B. Khalil Milind Tambe 107 1 0 01 Mar 2025
Neural Deconstruction Search for Vehicle Routing Problems André Hottung Paula Wong-Chung Kevin Tierney 91 1 0 08 Jan 2025
Multi-Agent Environments for Vehicle Routing Problems Ricardo Gama Daniel Fuertes Carlos R. del-Blanco Hugo L. Fernandes AI4CE 151 0 0 21 Nov 2024
Learn to Solve Vehicle Routing Problems ASAP: A Neural Optimization Approach for Time-Constrained Vehicle Routing Problems with Finite Vehicle Fleet Elija Deineko Carina Kehrt 54 2 0 07 Nov 2024
Learning to Handle Complex Constraints for Vehicle Routing Problems Jieyi Bi Yining Ma Jianan Zhou Wen Song Zhiguang Cao Yaoxin Wu Jie Zhang 112 13 0 28 Oct 2024
Neural Solver Selection for Combinatorial Optimization Chengrui Gao Haopu Shang Ke Xue Chao Qian 94 0 0 13 Oct 2024
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
Attention-Based Deep Reinforcement Learning for Qubit Allocation in Modular Quantum Architectures Francesco Lo Presti Maurizio Palesi Davide Patti Salvatore Filippone V. Catania 68 4 0 17 Jun 2024
Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More Fanchen Bu Hyeonsoo Jo Soo Yong Lee SungSoo Ahn Kijung Shin 111 5 0 14 May 2024
ACEGEN: Reinforcement learning of generative chemical agents for drug discovery Albert Bou Morgan Thomas Sebastian Dittert Carles Navarro Ramírez Maciej Majewski ... Mazen Ahmad Vincent Moens Woody Sherman Simone Sciabola Gianni De Fabritiis 94 9 0 07 May 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
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding Huijie Tang Federico Berto Jinkyoo Park 106 4 0 12 Mar 2024
Large Language Models as Hyper-Heuristics for Combinatorial Optimization Haoran Ye Jiarui Wang Zhiguang Cao Federico Berto Chuanbo Hua Haeyeon Kim Jinkyoo Park Guojie Song 116 66 0 02 Feb 2024
GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time Haoran Ye Jiarui Wang Helan Liang Zhiguang Cao Yong Li Fanzhang Li 91 42 0 13 Dec 2023
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks Chuanbo Hua Federico Berto Michael Poli Stefano Massaroli Jinkyoo Park AI4TS AI4CE 59 5 0 25 Oct 2023
DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization Haoran Ye Jiarui Wang Zhiguang Cao Helan Liang Yong Li 102 55 0 25 Sep 2023
Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization Hyeon-Seob Kim Minsu Kim SungSoo Ahn Jinkyoo Park OffRL 135 7 0 02 Jun 2023