Research Interest
My research interests include
Reinforcement Learning.
Most recently, I am interested in:
- Offline Reinforcement Learning
- Preference-based Reinforcement Learning
Preprints
Publications
- Chengxing Jia*, Chen-Xiao Gao*, Hao Yin, Fuxiang Zhang, Xiong-Hui Chen, Tian Xu, Lei Yuan, Zongzhang Zhang, Yang Yu, Zhi-Hua Zhou. Policy rehearsing: Training generalizable policies for reinforcement learning. In: Proceedings of the 12th International Conference on Learning Representations (ICLR'24), Vienna, Austria, 2024.
- Chengxing Jia, Fuxiang Zhang, Yi-Chen Li, Chen-Xiao Gao, Xu-Hui Liu, Lei Yuan, Zongzhang Zhang, Yang Yu. Disentangling policy from offline task representation learning via adversarial data augmentation. In: Proceedings of the 23rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2024), 2024.
- Chen-Xiao Gao, Chenyang Wu, Mingjun Cao, Rui Kong, Zongzhang Zhang, Yang Yu. ACT: Empowering decision transformer with dynamic programming via advantage conditioning. AAAI, 2024.
- Renzhe Zhou, Chen-Xiao Gao, Zongzhang Zhang, Yang Yu. Generalizable task representation learning for offline meta-reinforcement learning with data limitations. AAAI, 2024.
Internships
- Research Intern @ ByteDance, 2021.07-2021.10
RL algorithm design for SLG games.
Awards & Honors
- National Scholarship, 2021.
- Chow Tai Fook Scholarship, 2022
- People's Scholarship of Nanjing University, 2020.
Correspondence
Address: National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
Office: Room 504, Block A, Shaoyifu Building, Xianlin Campus of Nanjing University