Junjie Zhang
Ph.D. student at Nanyang Technological University
I am a Ph.D. student at Nanyang Technological University, advised by Prof. Dacheng Tao. I received my Master’s degree from Tsinghua University, advised by Prof. Xiu Li. Previously, I was fortunate to work closely with Dr. Chenjia Bai as an intern at Shanghai AI Lab.
My research focuses on large language models and agents, with reinforcement learning for post-training. I am interested in improving reasoning and decision-making, enabling self-evolving agents, and developing agent harnesses that help intelligent systems operate reliably in real-world environments.
Research Interests
- Large Language Models
- Reinforcement Learning
- Self-Evolving Agents
- Agent Harness
- Embodied AI
📝 Publications
Selected research papers in AI, Machine Learning, and Reinforcement Learning
Conference Papers
5Supervised Optimism Correction: Be Confident When LLMs Are Sure
SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation
Uncertainty-driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning
Benchmarking Robustness and Generalization in Multi-Agent Systems: A Case Study on Neural MMO
Journal Papers
2📖 Education
Academic background and research training
The value of growth is to keep rewriting your own starting point, turning conclusions into deeper questions.
Bachelor
Aircraft Control and Information Engineering
Beihang University
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