Research Profile
Built around reliability, not leaderboard theater.
Core areas
Featured Work
Anchor projects and manuscripts
Current work across shortcut learning, calibration transfer, multimodal diagnosis, and clinical deployment reliability.
Visual Evidence
Figures that show model behavior, not decoration.
Representative visual outputs from retinal AI work, focused on calibration behavior and attribution-based shortcut auditing.
Publications
Research outputs
Use the filters to scan published journal papers, IEEE conference papers, and manuscripts under review.
Education
Academic background
Experience
Research and applied work
Service
Peer review and certifications
Scholarly service and professional training supporting the medical AI research profile.
Contact
Professional links
For research collaboration, PhD opportunities, peer review, and medical AI work.