Cover Image

Improving Generalization of Neural Vehicle Routing Problem Solvers Through the Lens of Model Architecture

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xiao, Yubin, Wang, Di, Wu, Xuan, Wu, Yuesong, Li, Boyang, Du, Wei, Wang, Liupu, Zhou, You
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Distilling Autoregressive Models to Obtain High-Performance Non-Autoregressive Solvers for Vehicle Routing Problems with Faster Inference Speed
by: Xiao, Yubin, et al.
Published: (2023)

Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives
by: Wu, Xuan, et al.
Published: (2024)

Efficient Neural Combinatorial Optimization Solver for the Min-max Heterogeneous Capacitated Vehicle Routing Problem
by: Wu, Xuan, et al.
Published: (2025)

GELD: A Unified Neural Model for Efficiently Solving Traveling Salesman Problems Across Different Scales
by: Xiao, Yubin, et al.
Published: (2025)

Reinforcement Learning-based Non-Autoregressive Solver for Traveling Salesman Problems
by: Xiao, Yubin, et al.
Published: (2023)

Distance-aware Attention Reshaping: Enhance Generalization of Neural Solver for Large-scale Vehicle Routing Problems
by: Wang, Yang, et al.
Published: (2024)

Lifelong Learner: Discovering Versatile Neural Solvers for Vehicle Routing Problems
by: Feng, Shaodi, et al.
Published: (2025)

Towards Efficient Constraint Handling in Neural Solvers for Routing Problems
by: Bi, Jieyi, et al.
Published: (2026)

DPN: Decoupling Partition and Navigation for Neural Solvers of Min-max Vehicle Routing Problems
by: Zheng, Zhi, et al.
Published: (2024)

Rethinking Light Decoder-based Solvers for Vehicle Routing Problems
by: Huang, Ziwei, et al.
Published: (2025)

Learning to Insert for Constructive Neural Vehicle Routing Solver
by: Luo, Fu, et al.
Published: (2025)

WeCon: An Efficient Weight-Conditioned Neural Solver for Multi-Objective Combinatorial Optimization Problems
by: Wu, Xuan, et al.
Published: (2026)

Towards Efficient Few-shot Graph Neural Architecture Search via Partitioning Gradient Contribution
by: Song, Wenhao, et al.
Published: (2025)

Efficient Heuristics Generation for Solving Combinatorial Optimization Problems Using Large Language Models
by: Wu, Xuan, et al.
Published: (2025)

Memory-Enhanced Neural Solvers for Routing Problems
by: Chalumeau, Felix, et al.
Published: (2024)

MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts
by: Zhou, Jianan, et al.
Published: (2024)

Cross-Problem Learning for Solving Vehicle Routing Problems
by: Lin, Zhuoyi, et al.
Published: (2024)

Neural Networks for Vehicle Routing Problem
by: Kovács, László, et al.
Published: (2024)

Towards Generalization-Oriented Models for Vehicle Routing Problems with Mixture-of-Experts
by: Miao, Changhao, et al.
Published: (2026)

A Unified Knowledge Embedded Reinforcement Learning-based Framework for Generalized Capacitated Vehicle Routing Problems
by: Wang, Wen, et al.
Published: (2026)

Constraints Matrix Diffusion based Generative Neural Solver for Vehicle Routing Problems
by: Wang, Zhenwei, et al.
Published: (2026)

Survey on Neural Routing Solvers
by: Ba, Yunpeng, et al.
Published: (2026)

Learning to Segment for Vehicle Routing Problems
by: Ouyang, Wenbin, et al.
Published: (2025)

Instance-Conditioned Adaptation for Large-scale Generalization of Neural Routing Solver
by: Zhou, Changliang, et al.
Published: (2024)

iPEAR: Iterative Pyramid Estimation with Attention and Residuals for Deformable Medical Image Registration
by: Wu, Heming, et al.
Published: (2025)

Rethinking Constraint Awareness for Efficient State Embedding of Neural Routing Solver
by: Yu, Canhong, et al.
Published: (2026)

Neural Deconstruction Search for Vehicle Routing Problems
by: Hottung, André, et al.
Published: (2025)

Learning to Handle Complex Constraints for Vehicle Routing Problems
by: Bi, Jieyi, et al.
Published: (2024)

An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem
by: Wang, Mingzhao, et al.
Published: (2025)

Learning to Reduce Search Space for Generalizable Neural Routing Solver
by: Zhou, Changliang, et al.
Published: (2025)

Enhancing Cross-Problem Vehicle Routing via Federated Learning
by: Meng, Xiangchi, et al.
Published: (2026)

RouteFinder: Towards Foundation Models for Vehicle Routing Problems
by: Berto, Federico, et al.
Published: (2024)

SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy
by: Goh, Yong Liang, et al.
Published: (2025)

CaDA: Cross-Problem Routing Solver with Constraint-Aware Dual-Attention
by: Li, Han, et al.
Published: (2024)

Rethinking Positional Encoding for Neural Vehicle Routing
by: Hua, Chuanbo, et al.
Published: (2026)

Collaboration! Towards Robust Neural Methods for Routing Problems
by: Zhou, Jianan, et al.
Published: (2024)

Model-Native Computing Architecture: Envisioning Future System Architecture Through the Lens of Computer Architecture
by: Lin, Hai
Published: (2026)

Adversarial Generative Flow Network for Solving Vehicle Routing Problems
by: Zhang, Ni, et al.
Published: (2025)

An Agentic Framework with LLMs for Solving Complex Vehicle Routing Problems
by: Zhang, Ni, et al.
Published: (2025)

Promoting Two-sided Fairness in Dynamic Vehicle Routing Problem
by: Kang, Yufan, et al.
Published: (2024)