Sihang Zeng

About Me

I am a PhD candidate at the Department of Biomedical Informatics and Medical Education, University of Washington, advised by Ruth Etzioni and Meliha Yetisgen. My research focuses on developing AI/ML methods for longitudinal electronic health records to improve clinical decision-making.

Research Interests: LLM for EHR · Patient Trajectory Modeling · AI for Healthcare


News

Jan 2026 Paper: MARTI accepted at ICLR 2026.
Dec 2025 Passed PhD general exam.
Oct 2025 Won 1st Place at the ChemoTimelines 2025 Challenge (oral presentation at Clinical NLP).
Oct 2025 Paper: Traj-CoA accepted at NeurIPS 2025 GenAI4Health.
Oct 2025 Joined Truveta as ML Intern.
Aug 2025 Paper: ReviewRL accepted at EMNLP 2025.
Jul 2025 Paper: TrajSurv accepted at MLHC 2025.
Sep 2024 Paper: UltraMedical accepted at NeurIPS 2024 D&B (Spotlight).
Sep 2023 Started PhD at the University of Washington.

Selected Publications

Traj-CoA: Patient Trajectory Modeling via Chain-of-Agents for Lung Cancer Risk Prediction
Sihang Zeng, Yujuan Fu, Sitong Zhou, Zixuan Yu, Lucas Jing Liu, Jun Wen, Matthew Thompson, Ruth Etzioni, Meliha Yetisgen
NeurIPS 2025 GenAI4Health
TrajSurv: Learning Continuous Latent Trajectories from EHR for Trustworthy Survival Prediction
Sihang Zeng, Lucas Jing Liu, Jun Wen, Meliha Yetisgen, Ruth Etzioni, Gang Luo
MLHC 2025
ReviewRL: Towards Automated Scientific Review with RL
Sihang Zeng1, Kai Tian1, Kaiyan Zhang1, et al.
EMNLP 2025
UltraMedical: Building Specialized Generalists in Biomedicine
Kaiyan Zhang, Sihang Zeng, Ermo Hua, et al.
NeurIPS 2024 D&B (Spotlight)
Automatic Biomedical Term Clustering by Learning Fine-grained Term Representations
Sihang Zeng1, Zheng Yuan1, Sheng Yu
ACL 2022 BioNLP Workshop

Full list on Google Scholar


Education

Ph.D. in Biomedical Informatics · University of Washington · 2023 – 2026 (expected)
Committee: Ruth Etzioni, Meliha Yetisgen, Hoifung Poon, Matthew Thompson, Noemi Kreif

B.Eng. in Electronic Engineering · Tsinghua University · 2019 – 2023
Advisors: Bowen Zhou, Sheng Yu · Minor: Statistics


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