Generalization in Deep RL for TSP Problems via Equivariance and Local
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Generalization in Deep RL for TSP Problems via Equivariance and Local Search

7 October 2021

Papers citing "Generalization in Deep RL for TSP Problems via Equivariance and Local Search"

19 / 19 papers shown

Title
Analytics and Machine Learning in Vehicle Routing Research Ruibin Bai Xinan Chen Zhi-Long Chen Tianxiang Cui Shuhui Gong ... Zhengyong Lu Jianfeng Ren Paul Weng Ning Xue Huayan Zhang 77 78 0 19 Feb 2021
Curriculum Learning: A Survey Petru Soviany Radu Tudor Ionescu Paolo Rota N. Sebe ODL 115 354 0 25 Jan 2021
Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances Zhang-Hua Fu K. Qiu H. Zha TPM 69 177 0 19 Dec 2020
Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem Jiongzhi Zheng Kun He Jianrong Zhou Yan Jin ChuMin Li 41 62 0 08 Dec 2020
Learning the Travelling Salesperson Problem Requires Rethinking Generalization Chaitanya K. Joshi Quentin Cappart Louis-Martin Rousseau T. Laurent 172 117 0 12 Jun 2020
Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning P. Costa Jason Rhuggenaath Yingqian Zhang A. Akçay 69 141 0 03 Apr 2020
Learning Improvement Heuristics for Solving Routing Problems Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang Andrew Lim 72 293 0 12 Dec 2019
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning Qiang Ma Suwen Ge Danyang He D. Thaker Iddo Drori 60 189 0 12 Nov 2019
On Learning Paradigms for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson 112 33 0 16 Oct 2019
An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson GNN 95 368 0 04 Jun 2019
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 126 1,257 0 30 Nov 2018
Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search Zhuwen Li Qifeng Chen V. Koltun GNN 94 475 0 25 Oct 2018
Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP Marcelo O. R. Prates Pedro H. C. Avelar Henrique Lemos Luís C. Lamb Moshe Y. Vardi GNN 58 177 0 08 Sep 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 112 1,207 0 22 Mar 2018
Curriculum Learning by Transfer Learning: Theory and Experiments with Deep Networks D. Weinshall Gad Cohen Dan Amir ODL 42 240 0 11 Feb 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 105 1,467 0 05 Apr 2017
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 143 1,487 0 29 Nov 2016
Group Equivariant Convolutional Networks Taco S. Cohen Max Welling BDL 150 1,934 0 24 Feb 2016
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 118 3,050 0 09 Jun 2015

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