Experience

Self-supervised transcriptomic foundation modeling and diffusion-based single-cell graph generation to improve clustering, trajectory inference, and cross-modal alignment.

• Transcriptomics
• Self-Supervised
• Transformers

Diffusion for counterfactual medical imaging and undersampled MRI reconstruction.

• MRI Reconstruction
• Anomaly Diffusion
• Counterfactuals

Latent diffusion + neural multi-objective BO for airfoil inverse design.

• Generative Design
• Diffusion Models
• Multi-Objective BO

MRI frequency-mining transformers and self-supervised transcriptomic modeling.

• Med-AI
• Multi-Contrast MRI Reconstruction

Managed assignments, ran recitations, and mentored projects across core AI/ML coursework.

• Teaching
• RL/ML/AI