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Efficient Neural Neighborhood Search for Pickup and Delivery Problems


Apr 25, 2022
Yining Ma, Jingwen Li, Zhiguang Cao, Wen Song, Hongliang Guo, Yuejiao Gong, Yeow Meng Chee

* Accepted at IJCAI 2022 (short oral) 

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Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee


Oct 26, 2021
Flint Xiaofeng Fan, Yining Ma, Zhongxiang Dai, Wei Jing, Cheston Tan, Bryan Kian Hsiang Low

* Accepted to 35th Conference on Neural Information Processing Systems (NeurIPS 2021), Extended version with proofs and additional experimental details and results, 27 pages 

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Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem


Oct 06, 2021
Jingwen Li, Yining Ma, Ruize Gao, Zhiguang Cao, Andrew Lim, Wen Song, Jie Zhang

* This paper has been accepted at IEEE Transactions on Cybernetics 

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Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer


Oct 06, 2021
Yining Ma, Jingwen Li, Zhiguang Cao, Wen Song, Le Zhang, Zhenghua Chen, Jing Tang

* Accepted at NeurIPS 2021 

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