Improving Generalization of Deep Reinforcement Learning-based TSP
Solvers

Improving Generalization of Deep Reinforcement Learning-based TSP Solvers

6 October 2021

Papers citing "Improving Generalization of Deep Reinforcement Learning-based TSP Solvers"

16 / 16 papers shown

Title
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yue Yang Xiao Lin Zhipeng Zhao SSL 133 10 0 28 Jan 2025
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
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
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
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 739 3,119 0 04 Jun 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 112 1,207 0 22 Mar 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 660 131,414 0 12 Jun 2017
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 105 1,467 0 05 Apr 2017
Self-critical Sequence Training for Image Captioning Steven J. Rennie E. Marcheret Youssef Mroueh Jerret Ross Vaibhava Goel 105 1,887 0 02 Dec 2016
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
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 118 3,050 0 09 Jun 2015
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 526 27,295 0 01 Sep 2014

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