Learning Generalizable Models for Vehicle Routing Problems via Knowledge
Distillation

Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation

14 October 2022

Papers citing "Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation"

11 / 11 papers shown

Title
UniCO: Towards a Unified Model for Combinatorial Optimization Problems Zefang Zong Xiaochen Wei Guozhen Zhang Chen Gao Huandong Wang Yong Li 26 0 0 07 May 2025
TuneNSearch: a hybrid transfer learning and local search approach for solving vehicle routing problems Arthur Corrêa Cristóvão Silva Liming Xu Alexandra Brintrup Samuel Moniz 53 0 0 16 Mar 2025
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 48 10 0 21 Jun 2024
GOAL: A Generalist Combinatorial Optimization Agent Learner Darko Drakulic Sofia Michel J. Andreoli 31 6 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 60 4 0 01 Jun 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 29 31 0 13 Dec 2023
LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning Outongyi Lv Bingxin Zhou OffRL 34 0 0 05 Jul 2023
Equity-Transformer: Solving NP-hard Min-Max Routing Problems as Sequential Generation with Equity Context Jiwoo Son Minsu Kim Sanghyeok Choi Hyeon-Seob Kim Jinkyoo Park 19 9 0 05 Jun 2023
ASP: Learn a Universal Neural Solver! Chenguang Wang Zhouliang Yu Stephen Marcus McAleer Tianshu Yu Yao-Chun Yang AAML 30 23 0 01 Mar 2023
Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem Jingwen Li Yining Ma Ruize Gao Zhiguang Cao Andrew Lim Wen Song Jie M. Zhang 118 115 0 06 Oct 2021
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 75 129 0 06 Oct 2021