The neural architecture of theory-based reinforcement learning
How does the brain build mental models of rich, dynamic domains, such as video games?
Reinforcement Learning
Causal Inference Gates Corticostriatal Learning
How do causal inferences shape reward-based learning in the brain?
Multi-task reinforcement learning in humans
How do humans transfer knowledge across different tasks?
Dissociable neural correlates of uncertainty underlie different exploration strategies
How does the brain represent different forms of uncertainty? How do those representations determine exploratory choices?
Discovery of hierarchical representations for efficient planning
Why do humans represent their environments hierarchically? How are these hierarchical representations learned?