← Back to Projects & Writing

Academic Projects

Research projects and theory-first investigations spanning LLMs, fairness, generative modeling, and bio-imaging.

Diagram of deceptive grounding: evidence retrieved for drug Y attributed to queried drug X
NeurIPS 2026 · Accepted

Deceptive Grounding

Real evidence can end up attached to the wrong drug. What we found in a clinical RAG deployment, and why evaluation needs to check entity attribution.

Clinical RAG LLM Safety Evaluation
Microscopy image of glowing cells
Paper

Foundation Model for Cell Painting (CellPainTR)

A contrastive learning framework that separates biological signal from batch effects in high-content imaging data.

Transformers Self-Supervised Bio-informatics
Academic Project

Mitigating Racial Bias in Face Age Progression

A StyleGAN-based age progression model with an added loss for preserving perceived race across generated ages.

Generative Models Fairness in AI StyleGAN