Xuezhe Ma
USC — Information Sciences Institute (ISI) · Research Assistant Professor
Research focus: NLP · deep learning · structured prediction · efficient/long-context LLMs
规则： - 保持人名、机构名称及 CS 缩写（NLP, ML, RL, LLM, PhD, ACL, NeurIPS…）为英文。 - 所有 {{PROTECT_N}} 占位符必须完全不变。 - 研究生申请者的专业学术语气。 - 仅输出中文，不包含任何英文或解释。 中文： Ma年度预研审计，针对Xuezhe Ma：构建基于NLP、deep learning、structured prediction、高效且稳健的长上下文LLMs、多模态LLM效率、表征学习、分布鲁棒性训练、多
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
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