2026
Hi, I'm Yimi 👋
I am a PhD student at UC San Diego, advised by Prof. Jingbo Shang. In 2026, I am a Student Researcher at Google DeepMind. I previously interned at TikTok and Microsoft Research Asia.
I build LLM agents that can assess themselves, keep improving, and make scientific discoveries. My work spans three directions:
- Introspection and agent control: hidden-state signals, self-assessment, and value modeling, used to steer long-horizon tasks.
- Agent learning and evolution: reusing tools and experience, and revising knowledge over time.
- Evaluation and scientific discovery: separating task performance from genuine discovery ability, and benchmarking code and data agents.
Selected Publications
* Equal contribution · Full list on Google Scholar
Preprint
2026
2026
ACL
2026
2026
COLM
2026
2026
AAAI
2025
2025
EMNLP
2024
2024
ACL
2024
2024
Experience
Awards
- UCSD Jacobs School of Engineering Fellowship2025
- USTB Principal Medal (10 out of all undergraduate graduates, highest undergraduate honor)2023
- Beijing Outstanding Graduate Award (top 1% in academics)2023
- National Scholarship (top 0.2% nationwide), three times2020–22