Collaboration! Towards robust neural methods for routing problems

Collaboration! Towards robust neural methods for routing problems

Despite enjoying desirable efficiency and reduced reliance on domain expertise, existing neural methods for vehicle routing problems (VRPs) suffer from severe robustness issues – their performance significantly deteriorates on clean instances with crafted perturbations. To enhance robustness, we pro...

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Bibliographic Details
Main Authors: ZHOU, Jianan, WU, Yaoxin, CAO, Zhiguang, SONG, Wen, ZHANG, Jie, SHEN, Zhiqi
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
Artificial Intelligence and Robotics
Online Access:https://ink.library.smu.edu.sg/sis_research/9813
https://ink.library.smu.edu.sg/context/sis_research/article/10813/viewcontent/2410.04968v1.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/9813
https://ink.library.smu.edu.sg/context/sis_research/article/10813/viewcontent/2410.04968v1.pdf

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