Jiayi Yuan
Scholar

Jiayi Yuan

Google Scholar ID: XMrlrV8AAAAJ
Rice University
Machine LearningLarge Language Models
Citations & Impact
All-time
Citations
877
 
H-index
11
 
i10-index
13
 
Publications
20
 
Co-authors
9
list available
Resume (English only)
Academic Achievements
  • Publications: multiple papers accepted at top conferences such as ICML, EMNLP, NAACL, ACL; Awards: AMIA Best Student Paper Award; Projects: KIVI largely inspired KV Cache quantization in Huggingface and is integrated into Transformers; Participated in Microsoft Accelerating Foundation Models Research program.
Research Experience
  • Internship, 2025, NVIDIA; Internship, 2024, Amazon.
Education
  • Ph.D. in Computer Science, 2022 - 2026 (expected), Rice University, advised by Dr. Xia “Ben” Hu; B.Eng. in Computer Science and Technology, 2017 - 2021, Tsinghua University, minor in Statistics.
Background
  • Research interests: efficient machine learning algorithms and systems (MLSys) through methods like quantization, sparsity, and re-parameterization, while enhancing system robustness and security. Applications span language, vision, time series, graph, and healthcare domains.
Miscellany
  • Lived in Beijing for 22 years and in Houston for several years. Seeking full-time research scientist/engineer positions.