Research Themes
Five Pillars of Clinical Intelligence
Our research spans five interconnected themes — from transforming raw clinical data to enabling privacy-preserving collaboration across institutions.
01
Clinical Data Intelligence
Transforms fragmented clinical text into structured, time-aware patient intelligence with full provenance.
02
Multimodal AI for Precision Oncology
Unifies imaging, pathology, genomics, and clinical data into multimodal representations for precision care.
03
Trustworthy & Validated Clinical AI
Ensures AI systems are safe, reliable, explainable, and suitable for clinical and regulatory use.
04
Evidence- & Guideline-Grounded Knowledge
Delivers clinically grounded intelligence with transparent citation to guidelines and evidence.
05
Privacy-Preserving & Federated Intelligence
Enables cross-institutional AI without sharing raw patient data through federated learning.