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Sensitivity to the Sampling Process Emerges From the Principle of Efficiency
Authors:Julian Jara‐Ettinger  Laura Schulz  Joshua B. Tenenbaum
Affiliation:1. Department of PsychologyYale UniversityThese authors made an equal contribution to the work.;2. Department of Brain & Cognitive SciencesMIT
Abstract:Humans can seamlessly infer other people's preferences, based on what they do. Broadly, two types of accounts have been proposed to explain different aspects of this ability. The first account focuses on spatial information: Agents' efficient navigation in space reveals what they like. The second account focuses on statistical information: Uncommon choices reveal stronger preferences. Together, these two lines of research suggest that we have two distinct capacities for inferring preferences. Here we propose that this is not the case, and that spatial‐based and statistical‐based preference inferences can be explained by the assumption that agents are efficient alone. We show that people's sensitivity to spatial and statistical information when they infer preferences is best predicted by a computational model of the principle of efficiency, and that this model outperforms dual‐system models, even when the latter are fit to participant judgments. Our results suggest that, as adults, a unified understanding of agency under the principle of efficiency underlies our ability to infer preferences.
Keywords:Social cognition  Sensitivity to sampling  Principle of efficiency  Theory of mind  Bayesian models of cognition
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