Muhao Chen
UC Davis CS · Associate Professor
Research focus: NLP · knowledge acquisition · robust/minimally-supervised ML · LLM safety
保护项目 1：构建基于自然语言处理（NLP）的适配模型，采用最小监督学习、鲁棒且低监督的机器学习方法，强化问责与安全性，多模态语言模型，以及用于软件/移动自动化部署的确定性智能体。请引用一个可见的项目、论文主题、课程、实验室成果、资金信号或招募信号，并提出第一学期的扩展方案。
Who this advisor fits / 什么情况下适合你
- Use the research-fit evidence first, then verify recent advisor-specific placements, current funding, active recruiting, and program home directly.
- 首先，请优先使用研究契合度证据，随后核实近期导师的具体安置情况、当前资助状态、活跃招募状态以及项目所在地。
What to watch for / 什么情况下要慎重
- You need strong placement evidence, but public signals for this PI are still thin.
- 你需要强证据的毕业去向分布，而这位 PI 目前公开信号仍较薄。
Public evidence as of 2026-06-10
These are decision-support signals compiled from public evidence (faculty pages, publications, lab sites) to help you ask better questions — not a ranking, rating, or allegation about this advisor. / 以上为基于公开信息整理的择校参考，帮助你提出更好的问题，并非排名、评分或对该导师的指控。
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