Researching Large Language Models for Scientific Discovery

I’m a 4th-year PhD student in Computer Science at the University of New Hampshire, working with Dr. Sam Carton. I build systems that leverage LLMs for materials science, healthcare, and education— with a focus on human-centered design & optimization.

Portrait of Satanu Ghosh

LLMs for Materials

Post-training of LMs to inverse design materials.

Preference Tuning

Improving LM behavior using Bayesian & discrete optimization methods.

Expert-Guided Feedback Systems

Design domain-specific active learning loops that embed materials-science expert workflows to improve LLM-driven discovery and reliability.