复杂系统认知与决策；智能体决策系统；人机混合决策智能；自主进化智能

招收对人机混合智能、自主进化智能、多智能体博弈与智能决策等方向感兴趣的学生。研究内容包括但不限于：面向复杂任务的智能体认知与决策、人机协同决策与共进（人在回路/人在环上）、多智能体协作与对抗、知识与经验驱动的智能体持续进化，以及面向复杂博弈环境的智能决策方法与系统。希望同学具备良好的数学、编程和英语基础，对人工智能前沿研究具有浓厚兴趣，具有踏实钻研、主动探索和团队协作精神。

欢迎计算机、人工智能、自动化、控制等相关专业的优秀学生联系。

对学生的培养以学术研究和科研能力训练为主，鼓励结合团队方向开展具有前沿性和原创性的研究，在人工智能领域高水平国际学术会议和期刊发表研究成果。

1.   Xuantang Xiong, Ni Mu, Runpeng Xie, Senhao Yang, Yaqing Wang, Lexiang Wang, Yao Luan, Siyuan Li, Shuang Xu, Yiqin Yang, Bo Xu, MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios, in AAAI, 2026

2.   Runpeng Xie, Quanwei Wang, Hao Hu, Zherui Zhou, Ni Mu, Xiyun Li, Yiqin Yang, Shuang Xu, Qianchuan Zhao, Bo Xu, DAIL: Beyond Task Ambiguity for Language-Conditioned Reinforcement Learning, in NeurIPS, 2025

3.    Xiyun Li, Tielin Zhang, Chenghao Liu, Shuang Xu , Bo Xu, Theory of Mind Inspired Large Reasoning Language Model Improved Multi-agent Reinforcement Learning Algorithm for Robust and Adaptive Partner Modelling, Machine Intelligence Research, Volume 22, pages 1088–1101, (2025)

4.   Xuantang Xiong, Linghui Meng, Jingqing Ruan, Shuang Xu, and Bo Xu, UNeC: Unsupervised Exploring In Controllable Space, in ICASSP, 2024

5.   Jingqing Ruan, Runpeng Xie, Xuantang Xiong, Shuang Xu, Bo Xu, MaDE: Multi-Scale Decision Enhancement for Multi-Agent Reinforcement Learning, in ICASSP, 2024

6.    Xuantang Xiong, Shuang Xu, and Bo Xu, TaCoD: Tasks-Commonality-Aware World in Meta Reinforcement Learning, in IJCNN, 2024

7.   Zefa Hu, Xiuyi Chen, Haoran Wu, Minglun Han, Ziyi Ni, Jing Shi, Shuang Xu, Bo Xu, Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding, in ICASSP, 2023

8.   Haoran Wu, Xiuyi Chen, Zefa Hu, Jing Shi, Shuang Xu, Bo Xu, Local-to-global causal reasoning for cross-document relation extrac- tion, IEEE/CAA Journal of Automatica Sinica, 2023

9.   Feilong Chen, Duzhen Zhang, Minglun Han, Xiuyi Chen, Jing Shi, Shuang Xu, Bo Xu, VLP: A Survey on Vision-Language Pre-training. Machine Intelligence Research, 2023, 20(1): 38-56.

10.  Feilong Chen, Duzhen Zhang, Xiuyi Chen, Jing Shi, Shuang Xu, Bo Xu, Unsupervised and Pseudo-Supervised Vision-Language Alignment in Visual Dialog. Proceedings of the 30th ACM International Conference on Multimedia(ACM), 2022

11.  Haoran Wu, Linghui Meng, Shuang Xu, Bo Xu, Joint modeling of document and label with clause interaction hyper- graph for ICD medical code assignment, in International Joint Conference on Neural Networks (IJCNN), 2022

12.  Xiuyi Chen, Feilong Chen, Shuang Xu, Bo Xu,A Mult Domain Knowledge Enhanced Matching Network For Response Selection in Retrivial-based Dialogue Systems, in ICASSP, 2022

13. Feilong Chen, Xiuyi Chen, Shuang Xu, Bo Xu, Improving Cross-modal Understanding in Visual Dialog, in ICASSP, 2022

14.  Haoran Wu, Wei Chen, Shuang Xu, and Bo Xu. Counterfactual supporting facts extraction for explainable medical record based diagnosis with graph network. In NAACL-HLT, page 1942-1955. Association for Computational Linguistics, 2021

15.  Duzhen Zhang, Xiuyi Chen, Shuang Xu and Bo Xu, Knowledge Aware Emotion Recognition in Textual Conversations via Multi-Task Incremental Transformer, COLING, 2020

16.  Chen Xiuyi, Fandong Meng, Peng Li, Feilong Chen, Shuang Xu, Bo Xu and Jie Zhou, Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation, EMNLP, 2020

作为课题负责人承担科技部2030新一代人工智能重大项目和中国科学院先导项目等多项。