Shuze Liu

The paper presents an information-theoretic framework for understanding cognitive control costs in context-dependent decisions, showing that policy complexity increases with response deadlines and correlates with neural dimensionality.

This study shows humans prefer simpler explanations for uncertain data, aligning with formal model selection theories that penalize excessive flexibility.