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Shu LIN is an Associate Professor in the National Key Laboratory of Cognition and Decision Intelligence for Complex Systems (C2DL) at Institute of Automation, Chinese Academy of Sciences (CASIA) since 2025. His major research interests include Combinatorial Optimization, Game Decision-Making and Large Language Models. Before joining in CASIA in 2021, Dr. Lin received his Ph.D. degree in Computer Software and Theory and his B.S. degree in Computer Science and Technology from Peking University.
Publications
[Electronics 2026] Wentian Fan, Li Xu, Yongcheng Zeng, Siyu Xia, Xinyu Cui, Junyan Shi, Shu Lin, Mengyao Zhang, Yiwei Guo, Xin Zhang and Haifeng Zhang, "TrafSched: Integrating Bayesian Adaptation with LLMs for Traffic Scheduling Optimization," Electronics, Volume 15, February, 2026.
[Computers & Chemical Engineering 2026] Qipeng Yang, Wentian Fan, Nan Ma, Shu Lin, Jiawen Chang, Zhiqiang Zou, Liang Sun and Haifeng Zhang, "Bilevel Scheduling in Downstream Oil Supply Chain: Integrating Reinforcement Learning with Mathematical Programming," Computers & Chemical Engineering, Volume 204, January, 2026.
[DAI 2025] Wentian Fan, Yongcheng Zeng, Siyu Xia, Junyan Shi, Shu Lin, Mengyao Zhang, Yiwei Guo, Xin Zhang and Haifeng Zhang, "RailSched: A Hybrid Decision Framework for Railway Scheduling Optimization," presented at International Conference on Distributed Artificial Intelligence, London, UK, 2025.
[DAI 2024] Weiyu Ma, Dongyu Xu, Shu Lin, Haifeng Zhang, and Jun Wang, "Adaptive Command: Real-Time Policy Adjustment via Language Models in StarCraft II," presented at International Conference on Distributed Artificial Intelligence, Singapore, Singapore, 2024.
[IJCAI 2024] Chen Wang, Yan Song, Shuai Wu, Sa Wu, Ruizhi Zhang, Shu Lin, and Haifeng Zhang, "AI-Olympics: Exploring the Generalization of Agents through Open Competitions," presented at IJCAI Demonstrations Track, Jeju, South Korea, 2024.
[ESEC/FSE 2021] Shu Lin, Na Meng, and Wenxin Li, "Generating Efficient Solvers from Constraint Models," presented at ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, Athens, Greece, 2021.
[ITiCSE 2021] Shu Lin, Na Meng, Dennis Kafura, and Wenxin Li, "PDL: Scaffolding Problem Solving in Programming Courses," presented at ACM Conference on Innovation and Technology in Computer Science Education, Paderborn, Germany, 2021.
[Doctoral Dissertation 2021] Shu Lin, "Research of Key Technologies in Program Synthesis for Combinatorial Optimization Problems," (in Chinese), Doctoral Dissertation, School of Electronics Engineering and Computer Science, Peking University, Beijing, China, 2021
[IJCAI 2019] Shu Lin, Na Meng, and Wenxin Li, "Optimizing Constraint Solving via Dynamic Programming," presented at International Joint Conference on Artificial Intelligence, Macao, China, 2019.
[IJCAI Symposium 2013] Shu Lin, Qinjian Zhang and Haifeng Zhang, "Object Representation in Angry Birds Game," presented at IJCAI Symposium on AI in Angry Birds, Beijing, China, 2013.
[EEE 2013] Shu Lin, Qinjian Zhang and Wenxin Li, "A Programmer Self-Training System with Programming Skill Evaluation and Personalized Task Recommendation," presented at the International Conference on E-Learning, E-Business, Enterprise Information Systems, and E-Government, Las Vegas, USA, 2013.
[Bachelor's Thesis 2013] Shu Lin, "A Research on Improving the Evaluation System for Reflecting Users' Programming Ability and User Behavior Tracking," (in Chinese), Bachelor's thesis, School of Electronics Engineering and Computer Science, Peking University, Beijing, China, 2013