Welcome to my homepage!

I am currently a Research Fellow at Nanyang Technological University (NTU), Singapore, working with Prof. Bo An. I received my Ph.D. degree in Computer Science from Nanyang Technological University, where I was also supervised by Prof. Bo An. Prior to that, I obtained my M.Eng. degree from Tianjin University under the supervision of Prof. Xiaohong Li and Prof. Jianye Hao, and my B.Eng. degree from Jiangnan University.

Research Interests

• (Security) Game Theory Algorithm
• Multi-Agent Reinforcement Learning
• In-Context Learning for Games
• (LLM-based) Agent-based Modeling
  

Publications [Google Scholar]

• [AAMAS 2024] Grasper: A Generalist Pursuer for Pursuit-evasion Problems [Supplement]
  Pengdeng Li*, Shuxin Li*, Xinrun Wang, Jakub Cerny, Youzhi Zhang, Stephen McAleer, Hau Chan, Bo An
  Proceedings of the 23rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS’24), pp.1147-1155

• [ICML 2024] Configurable Mirror Descent: Towards a Unification of Decision Making
  Pengdeng Li, Shuxin Li*, Chang Yang*, Xinrun Wang, Shuyue Hu, Xiao Huang, Hau Chan, Bo An
  Proceedings of the 41st International Conference on Machine Learning (ICML’24), pp.28164-28203

• [IJCAI 2024] Self-adaptive PSRO: Towards an Automatic Population-based Game Solver
  Pengdeng Li, Shuxin Li, Chang Yang, Xinrun Wang, Xiao Huang, Hau Chan, Bo An
  Proceeding of the 33rd International Joint Conference on Artificial Intelligence (IJCAI’24), pp.139-147

• [IJCAI 2024] Reinforcement Nash Equilibrium Solver
  Xinrun Wang*, Chang Yang*, Shuxin Li, Pengdeng Li, Xiao Huang, Hau Chan, Bo An
  Proceedings of the 23rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS’24 EA), pp.2552-2554. Previous version appears as Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI’24), pp.265-273

• [ICLR 2023] Population-size-aware Policy Optimization for Mean-field Games
  Pengdeng Li, Xinrun Wang, Shuxin Li, Hau Chan, Bo An
  Proceedings of the 2023 International Conference on Learning Representations (ICLR’23)

• [AAAI 2023] Solving Large-scale Pursuit-evasion Games using Pre-trained Strategies
  Shuxin Li, Xinrun Wang, Youzhi Zhang, Wanqi Xue, Jakub Cerny, Bo An
  Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI’23), pp.11586-11594

• [CAAI AIR 2023] Decision Making in Team-adversary Games with Combinatorial Action Space
  Shuxin Li, Youzhi Zhang, Xinrun Wang, Wanqi Xue, Bo An
  CAAI Artificial Intelligence Research, 2023, 2:9150023

• [IJCAI 2021] CFR-MIX: Solving Imperfect Information Extensive-form Games with Combinatorial Action Space
  Shuxin Li, Youzhi Zhang, Xinrun Wang, Wanqi Xue, Bo An
  Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI’21), pp.3663-3669

• [IJCAI 2021] Solving Large-scale Extensive-form Network Security Games via Neural Fictitious Self-play
  Wanqi Xue, Youzhi Zhang, Shuxin Li, Bo An, Chai Kiat Yeo
  Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI’21), pp.3713-3720

• [AAMAS 2021] Temporal Watermarks for Deep Reinforcement Learning Models
  Kangjie Chen, Shangwei Guo, Tianwei Zhang, Shuxin Li, Yang Liu
  Proceedings of the 20th International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS’21) pp.314-322

• [IJCAI 2017] Defending against Man-in-the-middle Attack in Repeated Games
  Shuxin Li, Xiaohong Li, Jianye Hao, Bo An, Zhiyong Feng, Kangjie Chen, Chengwei Zhang
  Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI’17), pp.3742-3748

• [AAAI 2017] Optimal Personalized Defense Strategy against Man-in-the-middle Attack
  Xiaohong Li, Shuxin Li, Jianye Hao, Zhiyong Feng, Bo An
  Proceedings of the 31st AAAI Conference on Artificial Intelligence (AAAI’17), pp.593-599

• [Journal of Biomedical Semantics 2017] Dynamically Analyzing Cell Interactions in Biological Environments using Multiagent Social Learning Framework
  Chengwei Zhang, Xiaohong Li, Shuxin Li, Zhiyong Feng
  Journal of Biomedical Semantics, 2017, 8(1):31

• [BIBM 2016] Dynamic Analysis of Cell Interactions in Biological Environments under Multiagent Social Learning Framework
  Chengwei Zhang, Xiaohong Li, Shuxin Li, Jianye Hao
  IEEE International Conference on Bioinformatics and Biomedicine (BIBM’16), pp.1673-1678

Invited Talks

• “Solving Large-scale Pursuit-evasion Games using Pre-trained Strategies”, RLChina The 34th Session of the Thesis Symposium, 27 Dec. 2022.

Professional Services

• Conference Reviewer for NeurIPS 2022 D&B Track, NeurIPS 2024, NeurIPS 2025, ICML 2025, ICLR 2025, IJCAI 2025, AISTATS 2025, AAMAS 2025, ECAI 2025