Pavlovian-instrumental conflict and mouse-tracking

The Pavlovian system provides preprogrammed responses to rewards and punishments, while the instrumental system learns appropriate responses to get more rewards and avoid punishments. The two systems cooperate in many situations but they compete in others, hindering adaptive behavior. My colleagues and I investigate the within-trial dynamics of the competition between the Pavlovian and instrumental systems using mouse-tracking and extended drift-diffusion models.

  • Manuscript in preparation
  • Poster spotlight at the Society for Neuroeconomics Annual Meeting (2022, upcoming)
  • Master’s thesis at Seoul National University (2022)
  • Talk at the Annual Meeting of the Society for Mathematical Psychology (2020)

Pavlovian-instrumental conflict and working-memory load

Researchers have proposed that working memory load leads to greater reliance on computationally cheaper decision-making systems (e.g., the model-free system) rather than more expensive ones (e.g., the model-based system). However, this hypothesis has not been tested in decision-making involving Pavlovian-instrumental conflict, where the Pavlovian system is computationally less demanding than the instrumental system. My colleagues and I tested if working memory load enhances the Pavlovian system in Pavlovian-instrumental conflict. The results showed that working memory load did not strengthen the Pavlovian system but led to slower instrumental learning and more random choices. Our fMRI results showed that working memory load strengthened the reward prediction error signal in the striatum and weakened the connectivity between the striatum and prefrontal cortex.

  • Preprint
  • Poster at the COSYNE Annual Meeting (2022)

Stress and smoking

The ability to withstand psychological distress (i.e., distress tolerance) is an important predictor of smoking cessation relapses. My colleagues and I examine how smokers with high and low distress tolerance differ in smoking behaviors in response to daily stress during a five-week smoking cessation clinic.

  • Manuscript in preparation

fNIRS-fMRI mapping

Functional magnetic resonance imaging (fMRI) markers of individual differences are useful but expensive and difficult to collect in children and infants. My colleagues and I predicted fMRI markers of response inhibition and prediction error from functional near-infrared spectroscopy (fNIRS) signals, which are cheaper and applicable to children.