Shuang Zhou
Scholar

Shuang Zhou

Google Scholar ID: yR_ZhV0AAAAJ
University of Minnesota, Hong Kong Polytechnic University
Biomedical InformaticsLarge Language ModelsAI for HealthcareElectronic Health Record
Citations & Impact
All-time
Citations
407
 
H-index
10
 
i10-index
11
 
Publications
20
 
Co-authors
16
list available
Resume (English only)
Academic Achievements
  • - Preprints:
  • - Uncertainty-Aware Large Language Models for Explainable Disease Diagnosis
  • - Automating Expert-Level Medical Reasoning Evaluation of Large Language Models
  • - Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation
  • - EPEE: Towards Efficient and Effective Foundation Models in Biomedicine
  • - Continually Evolved Multimodal Foundation Models for Cancer Prognosis
  • - Publications:
  • - Large Language Models for Disease Diagnosis: A Scoping Review
  • - Explainable Differential Diagnosis with Dual-Inference Large Language Models
  • - Mitigating Ethical Issues for Large Language Models in Oncology: A Systematic Review
  • - RAMIE: Retrieval-Augmented Multi-Task Information Extraction with Large Language Models on Dietary Supplements
  • - Open-set Cross-network Node Classification via Unknown-excluded Adversarial Graph Domain Alignment
  • - Open-World Electrocardiogram Classification via Domain Knowledge-Driven Contrastive Learning
  • - Enhancing Explainable Rating Prediction through Concept Annotation with LLMs
Research Experience
  • - Postdoctoral Fellow at the University of Minnesota Twin Cities, Department of Surgery
Education
  • - PhD in Computer Science, The Hong Kong Polytechnic University, 2024, Advisors: Dr. Korris Chung and Dr. Xiao Huang
  • - Master's degree in Computer Science, The Chinese University of Hong Kong, 2020
  • - Bachelor's degree, Wuhan University, 2018
Background
  • Research interests include Biomedical Informatics, Electronic Health Records, Large Language Models, AI for Healthcare, Deep Learning, and Graph Neural Networks. Currently working as a researcher with Prof. Rui Zhang in the Department of Surgery, University of Minnesota Twin Cities.
Miscellany
  • Looking for remote collaborators. Feel free to drop an email if interested in working together.