Collaboration

I welcome collaboration opportunities and encourage you to reach out if our research interests align. My current research directions include:

• Personalized Healthcare using Multi-Modal Electronic Health Record (MMEHR) data presents several open challenges, including processing unstructured and sparse clinical notes, handling irregular time intervals in time-series laboratory tests, and bridging the disconnect between EHR data and relevant domain knowledge.

• Personalized Treatment Response Prediction is critical to practical applications such as drug development and treatment planning. However, two major challenges remain unresolved: the lack of domain knowledge for newly introduced treatments and substantial inter-patient variability in treatment outcomes.

• Drug Repurposing and Discovery (DRD) increasingly leverages professionally curated knowledge graphs and the powerful reasoning capabilities of large language models (LLMs). However, key challenges remain in terms of efficiency, reliability, and long-term sustainability.