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Wen Song 0004
Person information
- affiliation: Shandong University, Jinan, Shandong, China
Other persons with the same name
- Wen Song — disambiguation page
- Wen Song 0001
— Harbin Normal University, Harbin, China - Wen Song 0002
— Beijing University of Civil Engineering and Architecture, Beijing, China - Wen Song 0003
— Nanjing University of Aeronautics and Astronautics, Nanjing, China
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2020 – today
- 2025
[j29]Zhizheng Zhang
, Wen Song
, Qiong Wu, Wenxu Sun
, Qiqiang Li, Lei Jia:
A novel local enhanced channel self-attention based on Transformer for industrial remaining useful life prediction. Eng. Appl. Artif. Intell. 141: 109815 (2025)
[j28]Zhizheng Zhang
, Hui Gao, Wenxu Sun
, Wen Song
, Qiqiang Li:
Multivariate time series generation based on dual-channel Transformer conditional GAN for industrial remaining useful life prediction. Knowl. Based Syst. 308: 112749 (2025)
[j27]Yaoxin Wu, Zhiguang Cao
, Wen Song, Yingqian Zhang
:
Solving two-stage stochastic integer programs via representation learning. Neural Networks 188: 107446 (2025)
[j26]Mingfeng Fan
, Yaoxin Wu
, Zhiguang Cao
, Wen Song
, Guillaume Sartoretti
, Huan Liu
, Guohua Wu
:
Conditional Neural Heuristic for Multiobjective Vehicle Routing Problems. IEEE Trans. Neural Networks Learn. Syst. 36(3): 4677-4689 (2025)
[c28]Peng Zhao, Zhiguang Cao, Di Wang, Wen Song, Wei Pang, You Zhou, Yuan Jiang:
Visual-Enhanced Multimodal Framework for Flexible Job Shop Scheduling Problem. ACM Multimedia 2025: 2496-2505
[i21]Yiding Shi, Jianan Zhou, Wen Song, Jieyi Bi, Yaoxin Wu, Jie Zhang:
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization. CoRR abs/2505.20881 (2025)- 2024
[j25]Xin Jin
, Nan Mi, Wen Song
, Qiqiang Li:
Scheduling of twin automated stacking cranes based on Deep Reinforcement Learning. Comput. Ind. Eng. 191: 110104 (2024)
[j24]Wen Song
, Nan Mi, Qiqiang Li
, Jing Zhuang
, Zhiguang Cao
:
Stochastic Economic Lot Scheduling via Self-Attention Based Deep Reinforcement Learning. IEEE Trans Autom. Sci. Eng. 21(2): 1457-1468 (2024)
[j23]Jingwen Li
, Yining Ma
, Zhiguang Cao
, Yaoxin Wu
, Wen Song
, Jie Zhang, Yeow Meng Chee
:
Learning Feature Embedding Refiner for Solving Vehicle Routing Problems. IEEE Trans. Neural Networks Learn. Syst. 35(11): 15279-15291 (2024)
[c27]Cong Zhang, Zhiguang Cao, Wen Song, Yaoxin Wu, Jie Zhang:
Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling. ICLR 2024
[c26]Jianan Zhou, Zhiguang Cao, Yaoxin Wu, Wen Song, Yining Ma, Jie Zhang, Chi Xu:
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts. ICML 2024
[c25]Zhuoyi Lin, Yaoxin Wu, Bangjian Zhou, Zhiguang Cao, Wen Song, Yingqian Zhang, Senthilnath Jayavelu:
Cross-Problem Learning for Solving Vehicle Routing Problems. IJCAI 2024: 6958-6966
[c24]Yu Sun
, Kai Wang
, Zhipeng Hu
, Runze Wu
, Yaoxin Wu
, Wen Song
, Xudong Shen
, Tangjie Lv
, Changjie Fan
:
MGMatch: Fast Matchmaking with Nonlinear Objective and Constraints via Multimodal Deep Graph Learning. KDD 2024: 5741-5751
[c23]Jianan Zhou, Yaoxin Wu, Zhiguang Cao, Wen Song, Jie Zhang, Zhiqi Shen:
Collaboration! Towards Robust Neural Methods for Routing Problems. NeurIPS 2024
[c22]Jieyi Bi, Yining Ma, Jianan Zhou, Wen Song, Zhiguang Cao, Yaoxin Wu, Jie Zhang:
Learning to Handle Complex Constraints for Vehicle Routing Problems. NeurIPS 2024
[c21]Cong Zhang, Zhiguang Cao, Yaoxin Wu, Wen Song, Jing Sun:
Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem. UAI 2024: 4192-4208
[i20]Cong Zhang, Zhiguang Cao, Yaoxin Wu, Wen Song, Jing Sun:
Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem. CoRR abs/2402.17606 (2024)
[i19]Zhuoyi Lin, Yaoxin Wu, Bangjian Zhou, Zhiguang Cao, Wen Song, Yingqian Zhang, Senthilnath Jayavelu:
Cross-Problem Learning for Solving Vehicle Routing Problems. CoRR abs/2404.11677 (2024)
[i18]Jianan Zhou, Zhiguang Cao, Yaoxin Wu, Wen Song, Yining Ma, Jie Zhang, Chi Xu:
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts. CoRR abs/2405.01029 (2024)
[i17]Jianan Zhou, Yaoxin Wu, Zhiguang Cao, Wen Song, Jie Zhang, Zhiqi Shen:
Collaboration! Towards Robust Neural Methods for Routing Problems. CoRR abs/2410.04968 (2024)
[i16]Jieyi Bi, Yining Ma, Jianan Zhou, Wen Song, Zhiguang Cao, Yaoxin Wu, Jie Zhang:
Learning to Handle Complex Constraints for Vehicle Routing Problems. CoRR abs/2410.21066 (2024)- 2023
[j22]Xin Jin
, Zhentang Duan, Wen Song
, Qiqiang Li:
Container stacking optimization based on Deep Reinforcement Learning. Eng. Appl. Artif. Intell. 123(Part C): 106508 (2023)
[j21]Wen Song
, Yi Liu, Zhiguang Cao
, Yaoxin Wu
, Qiqiang Li:
Instance-specific algorithm configuration via unsupervised deep graph clustering. Eng. Appl. Artif. Intell. 125: 106740 (2023)
[j20]Wen Song
, Xinyang Chen, Qiqiang Li
, Zhiguang Cao
:
Flexible Job-Shop Scheduling via Graph Neural Network and Deep Reinforcement Learning. IEEE Trans. Ind. Informatics 19(2): 1600-1610 (2023)
[j19]Rongkai Zhang
, Cong Zhang
, Zhiguang Cao
, Wen Song
, Puay Siew Tan
, Jie Zhang, Bihan Wen
, Justin Dauwels:
Learning to Solve Multiple-TSP With Time Window and Rejections via Deep Reinforcement Learning. IEEE Trans. Intell. Transp. Syst. 24(1): 1325-1336 (2023)
[j18]Jianan Zhou
, Yaoxin Wu
, Zhiguang Cao
, Wen Song
, Jie Zhang, Zhenghua Chen
:
Learning Large Neighborhood Search for Vehicle Routing in Airport Ground Handling. IEEE Trans. Knowl. Data Eng. 35(9): 9769-9782 (2023)
[c20]Jianan Zhou, Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang:
Towards Omni-generalizable Neural Methods for Vehicle Routing Problems. ICML 2023: 42769-42789
[c19]Xinjie Liang, Wen Song, Pengfei Wei:
Dynamic Job Shop Scheduling via Deep Reinforcement Learning. ICTAI 2023: 369-376
[c18]Yuan Jiang, Zhiguang Cao, Yaoxin Wu, Wen Song, Jie Zhang:
Ensemble-based Deep Reinforcement Learning for Vehicle Routing Problems under Distribution Shift. NeurIPS 2023
[i15]Jianan Zhou, Yaoxin Wu, Zhiguang Cao, Wen Song
, Jie Zhang, Zhenghua Chen:
Learning Large Neighborhood Search for Vehicle Routing in Airport Ground Handling. CoRR abs/2302.13797 (2023)
[i14]Jianan Zhou, Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang:
Towards Omni-generalizable Neural Methods for Vehicle Routing Problems. CoRR abs/2305.19587 (2023)- 2022
[j17]Wen Song
, Zhiguang Cao
, Jie Zhang, Chi Xu, Andrew Lim
:
Learning variable ordering heuristics for solving Constraint Satisfaction Problems. Eng. Appl. Artif. Intell. 109: 104603 (2022)
[j16]Zhonghao Zhang
, Qiqiang Li, Wen Song
, Pengfei Wei
, Jing Guo:
A novel concavity based method for automatic segmentation of touching cells in microfluidic chips. Expert Syst. Appl. 202: 117432 (2022)
[j15]Yunyun Niu, Jie Shao, Jianhua Xiao, Wen Song
, Zhiguang Cao
:
Multi-objective evolutionary algorithm based on RBF network for solving the stochastic vehicle routing problem. Inf. Sci. 609: 387-410 (2022)
[j14]Jingwen Li
, Yining Ma
, Ruize Gao, Zhiguang Cao
, Andrew Lim
, Wen Song
, Jie Zhang:
Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem. IEEE Trans. Cybern. 52(12): 13572-13585 (2022)
[j13]Luhao Wang
, Yumin Zhang, Wen Song
, Qiqiang Li
:
Stochastic Cooperative Bidding Strategy for Multiple Microgrids With Peer-to-Peer Energy Trading. IEEE Trans. Ind. Informatics 18(3): 1447-1457 (2022)
[j12]Zhizheng Zhang
, Wen Song
, Qiqiang Li
:
Dual-Aspect Self-Attention Based on Transformer for Remaining Useful Life Prediction. IEEE Trans. Instrum. Meas. 71: 1-11 (2022)
[j11]Jingwen Li
, Liang Xin
, Zhiguang Cao
, Andrew Lim
, Wen Song
, Jie Zhang:
Heterogeneous Attentions for Solving Pickup and Delivery Problem via Deep Reinforcement Learning. IEEE Trans. Intell. Transp. Syst. 23(3): 2306-2315 (2022)
[j10]Yaoxin Wu
, Wen Song
, Zhiguang Cao
, Jie Zhang, Andrew Lim
:
Learning Improvement Heuristics for Solving Routing Problems. IEEE Trans. Neural Networks Learn. Syst. 33(9): 5057-5069 (2022)
[c17]Pengfei Wei, Xinghua Qu, Wen Song
, Zejun Ma:
Dynamic Transfer Gaussian Process Regression. CIKM 2022: 2118-2127
[c16]Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang:
Learning Scenario Representation for Solving Two-stage Stochastic Integer Programs. ICLR 2022
[c15]Yining Ma
, Jingwen Li, Zhiguang Cao, Wen Song, Hongliang Guo, Yuejiao Gong, Yeow Meng Chee:
Efficient Neural Neighborhood Search for Pickup and Delivery Problems. IJCAI 2022: 4776-4784
[c14]Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang, Abhishek Gupta, Mingyan Lin:
Graph Learning Assisted Multi-Objective Integer Programming. NeurIPS 2022
[c13]Xiaohan Zhao, Wen Song
, Qiqiang Li, Huadong Shi, Zhichao Kang, Chunmei Zhang:
A Deep Reinforcement Learning Approach for Resource-Constrained Project Scheduling. SSCI 2022: 1226-1234
[i13]Yining Ma, Jingwen Li, Zhiguang Cao
, Wen Song
, Hongliang Guo, Yuejiao Gong, Yeow Meng Chee
:
Efficient Neural Neighborhood Search for Pickup and Delivery Problems. CoRR abs/2204.11399 (2022)
[i12]Rongkai Zhang, Cong Zhang, Zhiguang Cao, Wen Song
, Puay Siew Tan
, Jie Zhang, Bihan Wen, Justin Dauwels:
Learning to Solve Multiple-TSP with Time Window and Rejections via Deep Reinforcement Learning. CoRR abs/2209.06094 (2022)
[i11]Cong Zhang, Wen Song
, Zhiguang Cao, Jie Zhang, Puay Siew Tan, Chi Xu:
Learning to Search for Job Shop Scheduling via Deep Reinforcement Learning. CoRR abs/2211.10936 (2022)- 2021
[j9]Zhiguang Cao
, Tingbo Liao, Wen Song
, Zhenghua Chen, Chongshou Li
:
Detecting the shuttlecock for a badminton robot: A YOLO based approach. Expert Syst. Appl. 164: 113833 (2021)
[j8]Yunyun Niu, Yongpeng Zhang, Zhiguang Cao
, Kaizhou Gao
, Jianhua Xiao
, Wen Song
, Fangwei Zhang:
MIMOA: A membrane-inspired multi-objective algorithm for green vehicle routing problem with stochastic demands. Swarm Evol. Comput. 60: 100767 (2021)
[j7]Liang Xin
, Wen Song
, Zhiguang Cao
, Jie Zhang:
Step-Wise Deep Learning Models for Solving Routing Problems. IEEE Trans. Ind. Informatics 17(7): 4861-4871 (2021)
[j6]Zhiguang Cao
, Hongliang Guo
, Wen Song
, Kaizhou Gao
, Liujiang Kang, Xuexi Zhang
, Qilun Wu:
Improving the Performance of Transportation Networks: A Semi-Centralized Pricing Approach. IEEE Trans. Intell. Transp. Syst. 22(10): 6353-6364 (2021)
[c12]Liang Xin, Wen Song, Zhiguang Cao
, Jie Zhang:
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems. AAAI 2021: 12042-12049
[c11]Liang Xin, Wen Song, Zhiguang Cao, Jie Zhang:
NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem. NeurIPS 2021: 7472-7483
[c10]Yining Ma, Jingwen Li, Zhiguang Cao, Wen Song, Le Zhang, Zhenghua Chen, Jing Tang:
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer. NeurIPS 2021: 11096-11107
[c9]Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang:
Learning Large Neighborhood Search Policy for Integer Programming. NeurIPS 2021: 30075-30087
[i10]Zhizheng Zhang, Wen Song, Qiqiang Li:
Dual Aspect Self-Attention based on Transformer for Remaining Useful Life Prediction. CoRR abs/2106.15842 (2021)
[i9]Yining Ma, Jingwen Li, Zhiguang Cao, Wen Song, Le Zhang, Zhenghua Chen, Jing Tang:
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer. CoRR abs/2110.02544 (2021)
[i8]Jingwen Li, Yining Ma, Ruize Gao, Zhiguang Cao, Andrew Lim, Wen Song, Jie Zhang:
Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem. CoRR abs/2110.02629 (2021)
[i7]Jingwen Li, Liang Xin, Zhiguang Cao, Andrew Lim, Wen Song, Jie Zhang:
Heterogeneous Attentions for Solving Pickup and Delivery Problem via Deep Reinforcement Learning. CoRR abs/2110.02634 (2021)
[i6]Liang Xin, Wen Song, Zhiguang Cao, Jie Zhang:
NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem. CoRR abs/2110.07983 (2021)
[i5]Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang:
Learning Large Neighborhood Search Policy for Integer Programming. CoRR abs/2111.03466 (2021)- 2020
[j5]Chao Ma, Zhenbing Liu, Zhiguang Cao
, Wen Song
, Jie Zhang, Weiliang Zeng
:
Cost-sensitive deep forest for price prediction. Pattern Recognit. 107: 107499 (2020)
[j4]Zhiguang Cao
, Hongliang Guo
, Wen Song
, Kaizhou Gao
, Zhenghua Chen
, Le Zhang
, Xuexi Zhang:
Using Reinforcement Learning to Minimize the Probability of Delay Occurrence in Transportation. IEEE Trans. Veh. Technol. 69(3): 2424-2436 (2020)
[c8]Cong Zhang, Wen Song, Zhiguang Cao, Jie Zhang, Puay Siew Tan, Chi Xu:
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning. NeurIPS 2020
[i4]Cong Zhang, Wen Song, Zhiguang Cao, Jie Zhang, Puay Siew Tan, Chi Xu:
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning. CoRR abs/2010.12367 (2020)
[i3]Liang Xin, Wen Song, Zhiguang Cao, Jie Zhang:
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems. CoRR abs/2012.10638 (2020)
2010 – 2019
- 2019
[j3]Wen Song
, Donghun Kang, Jie Zhang, Zhiguang Cao
, Hui Xi:
A Sampling Approach for Proactive Project Scheduling under Generalized Time-dependent Workability Uncertainty. J. Artif. Intell. Res. 64: 385-427 (2019)
[c7]Sa Gao, Chunyang Chen
, Zhenchang Xing, Yukun Ma, Wen Song
, Shang-Wei Lin
:
A Neural Model for Method Name Generation from Functional Description. SANER 2019: 411-421
[i2]Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang, Andrew Lim:
Learning Improvement Heuristics for Solving the Travelling Salesman Problem. CoRR abs/1912.05784 (2019)
[i1]Wen Song, Zhiguang Cao, Jie Zhang, Andrew Lim:
Learning Variable Ordering Heuristics for Solving Constraint Satisfaction Problems. CoRR abs/1912.10762 (2019)- 2018
[j2]Wen Song
, Hui Xi, Donghun Kang, Jie Zhang:
An agent-based simulation system for multi-project scheduling under uncertainty. Simul. Model. Pract. Theory 86: 187-203 (2018)
[c6]Wen Song, Donghun Kang, Jie Zhang, Hui Xi:
Risk-Aware Proactive Scheduling via Conditional Value-at-Risk. AAAI 2018: 6278-6285- 2017
[j1]Wen Song
, Donghun Kang, Jie Zhang, Hui Xi:
A multi-unit combinatorial auction based approach for decentralized multi-project scheduling. Auton. Agents Multi Agent Syst. 31(6): 1548-1577 (2017)
[c5]Wen Song, Donghun Kang, Jie Zhang, Hui Xi:
A Sampling Based Approach for Proactive Project Scheduling with Time-Dependent Duration Uncertainty. AAAI 2017: 4985-4986
[c4]Wen Song, Donghun Kang, Jie Zhang, Hui Xi:
Proactive Project Scheduling with Time-dependent Workability Uncertainty. AAMAS 2017: 221-229
[c3]Donghun Kang, Zhenchao C. Bing, Wen Song, Zehong Hu, Shuo Chen, Jie Zhang, Hui Xi:
Automatic Construction of Agent-based Simulation Using Business Process Diagrams and Ontology-based Models. AAMAS 2017: 1793-1795- 2016
[c2]Wen Song, Donghun Kang, Jie Zhang, Hui Xi:
Decentralized Multi-Project Scheduling via Multi-Unit Combinatorial Auction. AAMAS 2016: 836-844- 2013
[c1]Fan Yang, Tao Liang, Wen Song
, Qiqiang Li:
A supervised self-organizing approach for large-scale multistage batch scheduling problems. ICCA 2013: 170-175
Coauthor Index

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last updated on 2026-01-28 05:01 CET by the dblp team
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