Learning Enhanced Optimisation for Routing Problems

Learning Enhanced Optimisation for Routing Problems

17 September 2021

Papers citing "Learning Enhanced Optimisation for Routing Problems"

17 / 17 papers shown

Title
The Transformer Network for the Traveling Salesman Problem Xavier Bresson T. Laurent 48 86 0 04 Mar 2021
Deep Policy Dynamic Programming for Vehicle Routing Problems W. Kool H. V. Hoof J. Gromicho Max Welling 60 118 0 23 Feb 2021
Learning Vehicle Routing Problems using Policy Optimisation N. Sultana Jeffrey Chan •. A. K. Qin Tabinda Sarwar 32 4 0 24 Dec 2020
Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances Zhang-Hua Fu K. Qiu H. Zha TPM 42 172 0 19 Dec 2020
POMO: Policy Optimization with Multiple Optima for Reinforcement Learning Yeong-Dae Kwon Jinho Choo Byoungjip Kim Iljoo Yoon Youngjune Gwon Seungjai Min 56 325 0 30 Oct 2020
Learning to Optimise General TSP Instances N. Sultana Jeffrey Chan •. A. K. Qin Tabinda Sarwar 72 13 0 23 Oct 2020
Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning P. Costa Jason Rhuggenaath Yingqian Zhang A. Akçay 41 136 0 03 Apr 2020
Learn to Design the Heuristics for Vehicle Routing Problem Lei Gao Mingxiang Chen Qichang Chen Ganzhong Luo Nuoyi Zhu Zhixin Liu 27 52 0 20 Feb 2020
Learning Improvement Heuristics for Solving Routing Problems Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang Andrew Lim 63 288 0 12 Dec 2019
Neural Large Neighborhood Search for the Capacitated Vehicle Routing Problem André Hottung Kevin Tierney 39 146 0 21 Nov 2019
An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson GNN 73 364 0 04 Jun 2019
Learning to Perform Local Rewriting for Combinatorial Optimization Xinyun Chen Yuandong Tian NAI OffRL 75 342 0 30 Sep 2018
Reinforcement Learning for Solving the Vehicle Routing Problem M. Nazari Afshin Oroojlooy L. Snyder Martin Takáč 63 888 0 12 Feb 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 86 1,453 0 05 Apr 2017
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 107 1,472 0 29 Nov 2016
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 90 3,036 0 09 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 776 149,474 0 22 Dec 2014