Published papers in top journals and conferences such as Nature, Nature Medicine, Nature Communication, and EMNLP. Specific publications include:
- 'An Agentic System for Rare Disease Diagnosis with Traceable Reasoning' (Under Review at Nature)
- 'End-to-End Agentic RAG System Training for Traceable Diagnostic Reasoning' (Under Review at Nature Medicine)
- 'Quantifying the Reasoning Abilities of LLMs on Real-world Clinical Cases' (Published in Nature Communication)
- 'RaTEScore: A Metric for Radiology Report Generation' (EMNLP 2024 main paper)
- 'Large-scale Long-tailed Disease Diagnosis on Radiology Images' (Published in Nature Communication)
- 'Can GPT-4V(ision) Serve Medical Applications? Case Studies on GPT-4V for Multimodal Medical Diagnosis' (Technical Report, 2023)
Research Experience
Involved in multiple research projects on rare disease diagnosis, traceable diagnostic reasoning systems, quantifying the reasoning abilities of LLMs in real-world clinical cases, metrics for radiology report generation, and large-scale long-tailed disease diagnosis.
Education
Pursuing a PhD at Shanghai Jiao Tong University, supervised by Prof. Weidi Xie and Prof. Ya Zhang.
Background
A PhD candidate at Shanghai Jiao Tong University (SJTU), with research interests including but not limited to Artificial Intelligence for Medical (AI4Med) and Multimodal Perception.