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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.
  1. 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?

    ICLR 2027, under review · ELLIS Institute Tübingen

  2. Multi-Agent Negotiation for Human-Centric Vehicle Configuration (Sim-DSE)

    How do automated vehicles resolve conflicting passenger needs?

    AutomotiveUI 2026 Works in Progress poster · Porsche Human-Centered AI Research

  3. Preferential Bayesian Optimization (PBO)

    Can preference learning model an expert's intuition, and does bias break it?

    Bosch Center for Artificial Intelligence

  4. Student Dropout Prediction (Kalman Filter)

    Can we flag STEM students at risk of dropping out early enough to act?

    University of Tübingen Methods Center

  5. Automatic Labeling Model

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

    KakaoStyle internship

  6. COVID-19 Data Analysis A to Z

    What does public COVID-19 data leave out, and what does that omission cost?

    Donated to the National Public Library of Korea · International Open Data Day 2021

  7. Recommender Systems for Human Decision-Making

    What does a recommender actually gain at each step from popularity ranking to a latent-variable model?

    CAU Data Science Lab

  8. COVID-19: Our Memory

    Does disaster inequality exist, and can we capture what people mobilise for?

    Donated to the National Public Library of Korea

  9. Online Petition Analysis of South Korea

    Do national petitions vent frustration, or map structural social conflict?

    Published in PLOS ONE, 2024