👨🎓 About Me
I am a first-year Ph.D. student at Nanayang Technological University, adviced by Prof. Dacheng Tao. I receive my Master Degree at Tsinghua University, advised by Prof. Xiu Li. Previously, I am fortunate to work closely with Dr. Chenjia Bai as an intern at Shanghai AI Lab.
My research interests lie in efficient decision-making systems with powerful generalization and self-evolution capabilities. I primarily focus on:
- Deep Reinforcement Learning and its Real-world Applications.
- Large Language Models, Visual Language Models, and Embodied-AI.
📝 Publications
Conference Paper
Supervised Optimism Correction: Be Confident When LLMs Are Sure. Junjie Zhang*, Rushuai Yang*, Shunyu Liu, Ting-En Lin, Fei Huang, Yi Chen, Yongbin Li, Dacheng Tao. Annual Meeting of the Association for Computational Linguistics (ACL), 2025.
SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation. Junjie Zhang, Chenjia Bai, Haoran He, Zhigang Wang, Bin Zhao, Xiu Li, Xuelong Li. International Conference on Machine Learning (ICML), 2024.
Uncertainty-driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning. Junjie Zhang*, Jiafei Lyu*, Xiaoteng Ma, Jiangpeng Yan, Jun Yang, Le Wan, Xiu Li. European Conference on Artificial Intelligence (ECAI, Oral), 2023.
Benchmarking Robustness and Generalization in Multi-Agent Systems: A Case Study on Neural MMO. Yangkun Chen*, Joseph Suarez*, Junjie Zhang*, Chenghui Yu, Bo Wu, Hanmo Chen, Hengman Zhu, Rui Du, Shanliang Qian, Shuai Liu, Weijun Hong, Jinke He, Yibing Zhang, Liang Zhao, Clare Zhu, Julian Togelius, Sharada Mohanty, Jiaxin Chen, Xiu Li, Xiaolong Zhu, Phillip Isola. International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), 2023.
Journal Paper
Temporal Consistent Multi-View Perception for Robust Embodied Manipulation. Haoyuan Chen, Rushuai Yang, Junjie Zhang, Xiaoyu Wen, Yi Chen, Dengxiu Yu, Chenjia Bai, Zhen Wang. Pattern Recognition, 2025.
Possibilities of reinforcement learning for nuclear power plants: Evidence on current applications and beyond. Aicheng Gong*, Yangkun Chen*, Junjie Zhang*, Xiu Li. Nuclear Engineering and Technology (NET), 2024.
📖 Educations
- 2021.09 - 2024.06, Master, Artificial Intelligence, Tsinghua University.
- 2017.09 - 2021.06, Bachelor, Aircraft Control and Information Engineering, Beihang Univeristy.