Projects
9 projects, newest first
Research projects from the lab, the internships and the coursework that preceded them. Peer-reviewed work is listed in full on publications.
- Society
- Sociology and computational social science: how people voice grievances, mobilise, and settle on shared norms.
- AI agents & ML
- LLM agents, preference learning, and testing whether AI systems can actually be trusted.
- Human decisions
- HCI and decision support: tools that help people choose well, alone and together.
HALLMARK: How to Diagnose LLM Citation Verifiers and When to Deploy Them
When a verifier misses a fabricated citation, which kind of fabrication does it miss?

Multi-Agent Negotiation for Human-Centric Vehicle Configuration (Sim-DSE)
How do automated vehicles resolve conflicting passenger needs?

Preferential Bayesian Optimization (PBO)
Can preference learning model an expert's intuition, and does bias break it?

Student Dropout Prediction (Kalman Filter)
Can we flag STEM students at risk of dropping out early enough to act?

Automatic Labeling Model
Can a fine-tuned classifier replace manual annotation in a review pipeline?

COVID-19 Data Analysis A to Z
What does public COVID-19 data leave out, and what does that omission cost?

Recommender Systems for Human Decision-Making
What does a recommender actually gain at each step from popularity ranking to a latent-variable model?
COVID-19: Our Memory
Does disaster inequality exist, and can we capture what people mobilise for?

Online Petition Analysis of South Korea
Do national petitions vent frustration, or map structural social conflict?
