Shiyu Chang
UC Santa Barbara CS · Associate Professor
Research focus: machine learning · NLP · computer vision · trustworthy ML
保护项目 2 的预审审核：构建与保护项目 0 相匹配的拟合图，该拟合图需包含保护项目 3 和 1 的支撑，并具备可信且可解释性；提供预测、多模态推理及应用保护项目 6 系统的可解释性人类理由，确保模型行为能被解释或进行压力测试；引用一个可见的项目、实验室主题、资金/招募信号、课程、领域或放置模式，并提出一个具体的第一学期扩展方案。
Who this advisor fits / 什么情况下适合你
- Industry research or startup/translation paths appeal to you (meaningful share in public outcomes).
- Use the placement pattern to calibrate ambition, but still anchor outreach in the current project fit, advisor capacity, and program route.
- 工业研究或创业/转化路径对你有吸引力（公开去向里占比不低）。
- 请利用位置模式来塑造雄心壮志，但始终将当前项目的契合度、导师能力以及项目路线作为锚点。
What to watch for / 什么情况下要慎重
- Faculty-only is your sole goal and you want zero industry/translation exposure.
- 你把「教职为唯一目标」且完全不想碰工业/转化网络。
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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