Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization

Author:

Liu Fei1ORCID,Lin Xi1ORCID,Wang Zhenkun2ORCID,Zhang Qingfu1ORCID,Xialiang Tong3ORCID,Yuan Mingxuan4ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong, China

2. Southern University of Science and Technology, Shenzhen, China

3. Huawei Technologies Ltd., Shenzhen, China

4. Huawei Technologies Ltd., Hong Kong, China

Funder

National Natural Science Foundation of China

Natural Science Foundation of Guangdong Province

National Natural Science Foundation of Shenzhen

Research Grants Council of the Hong Kong Special Administrative Region, China

Publisher

ACM

Reference53 articles.

1. Analytics and machine learning in vehicle routing research

2. Irwan Bello, Hieu Pham, Quoc V Le, Mohammad Norouzi, and Samy Bengio. 2016. Neural combinatorial optimization with reinforcement learning. arXiv preprint arXiv:1611.09940 (2016).

3. Machine learning for combinatorial optimization: A methodological tour d’horizon

4. Jieyi Bi, Yining Ma, Jiahai Wang, Zhiguang Cao, Jinbiao Chen, Yuan Sun, and Yeow Meng Chee. 2022. Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation. arXiv preprint arXiv:2210.07686 (2022).

5. Kris Braekers, Katrien Ramaekers, and Inneke Van Nieuwenhuyse. 2016. The vehicle routing problem: State of the art classification and review. Computers & industrial engineering, Vol. 99 (2016), 300--313.

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