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
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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