Fuxiang Zhang @ LAMDA
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张福翔 |
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Biography
Currently I am a graduate student of School of Artificial Intelligence in Nanjing University and a member of LAMDA Group, led by professor Zhi-Hua Zhou.
I received my B.Sc. degree from Department of Computer Science and Technology, Nanjing University in June 2021. In September 2021, I was admitted to pursue a M.Sc. degree in Nanjing University, under the supervision of Associate Professor Zongzhang Zhang.
Research Interests
My research interest includes Reinforcement Learning and its applications. Recently, I am interested in
- Foundation Models in Reinforcement Learning
- Multi-Agent Reinforcement Learning
- Offline Reinforcement Learning
Feel free to contact me if you are insterested in discussing these topics.
Publications
Preprints
Lei Yuan, Lihe Li, Ziqian Zhang, Fuxiang Zhang, Cong Guan, Yang Yu. Multi-agent Continual Coordination via Progressive Task Contextualization. arXiv preprint arXiv:2305.13937. [Link]
2023
Jiacheng Xu, Chao Chen, Fuxiang Zhang, Lei Yuan, Zongzhang Zhang, Yang Yu. Internal Logical Induction for Pixel-symbolic Reinforcement Learning. In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2023). 2023. [PDF and code in preparation]
Yuhang Ran*, Yi-Chen Li*, Fuxiang Zhang, Zongzhang Zhang, Yang Yu. Policy Regularization with Dataset Constraint for Offline Reinforcement Learning. In Proceedings of the 40th International Conference on Machine Learning (ICML-2023), 2023. [PDF] [Code]
Fuxiang Zhang*, Chengxing Jia*, Yi-Chen Li, Lei Yuan, Yang Yu, Zongzhang Zhang. Discovering Generalizable Multi-agent Coordination Skills from Multi-task Offline Data. In Proceedings of the 11th International Conference on Learning Representations (ICLR-2023), 2023. [PDF] [Code]
2022
Lei Yuan*, Chenghe Wang*, Jianhao Wang, Fuxiang Zhang, Feng Chen, Cong Guan, Zongzhang Zhang, Yang Yu, and Chongjie Zhang. Multi-Agent Concentrative Coordination with Decentralized Task Representation. In Proceedings of the 31th International Joint Conference on Artificial Intelligence (IJCAI-2022), 2022. [PDF] [Code]
Lei Yuan*, Jianhao Wang*, Fuxiang Zhang*, Chenghe Wang, Zongzhang Zhang, Yang Yu, and Chongjie Zhang. Multi-Agent Incentive Communication via Decentralized Teammate Modeling. In Proceedings of the 36th Conference on Artificial Intelligence (AAAI-2022), 2022. [PDF] [Appendix] [Code]
* These authors contributed equally.
Experiences
- 06/2023 - Current : Internship at AI Lab, Tencent.
- 06/2022 - 09/2022: Internship at Polixir Technologies.
Teaching Assistant
Multi-Agent System (for undergraduate students, Spring, 2022) taught by Prof. Zongzhang Zhang
Correspondence
Email:
zhangfx {AT} lamda.nju.edu.cn, zhangfuxiang.official {AT} gmail.com
Laboratory:
A201, Shaoyifu Building, Nanjing University Xianlin Campus
Address:
National Key Laboratory for Novel Software Technology, Nanjing University, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
(南京市栖霞区仙林大道163号, 软件新技术国家重点实验室, 210023.)