Ensemble-based deep reinforcement learning for vehicle routing problems under distribution shift

While performing favourably on the independent and identically distributed (i.i.d.) instances, most of the existing neural methods for vehicle routing problems (VRPs) struggle to generalize in the presence of a distribution shift. To tackle this issue, we propose an ensemble-based deep reinforcement...

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Bibliographic Details
Main Authors: JIANG, Yuan, CAO, Zhiguang, WU, Yaoxin, SONG, Wen, ZHANG, Jie
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8400
https://ink.library.smu.edu.sg/context/sis_research/article/9403/viewcontent/14082_ensemble_based_deep_reinforcem.pdf
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Institution: Singapore Management University
Language: English