henhaobio
Sign in

bioRxivAnimal Behavior & Cognition

Rationally inattentive intertemporal choice

S. J. Gershman, R. Bhui

PDFDOIPreprint

Abstract

Discounting of future rewards is traditionally interpreted as evidence for an intrinsic preference in favor of sooner rewards. However, temporal discounting can also arise from internal uncertainty in value representations of future events, if one assumes that noisy mental simulations of the future are rationally combined with prior beliefs. Here, we further develop this idea by considering how simulation noise may be adaptively modulated by task demands, based on principles of rational inattention. We show how the optimal allocation of mental effort can give rise to the magnitude effect in intertemporal choice. In a re-analysis of two prior data sets, and in a new experiment, we reveal several behavioral signatures of this novel theoretical account, tying choice stochasticity to the magnitude effect. We conclude that some aspects of temporal discounting may result from a cognitively plausible adaptive response to the costs of information processing.

Reproducibility ledger

Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.

Sign in to file a reproducibility report.

Similarity Map
SelectedSame fieldCross-field
THISPiet '17Kane '19Grabenhorst '26Sadeghiyeh '20Knauth '22Lempert '20
70% semantic matchNeuroscience
Alex T. Piet, Ahmed El Hady, Carlos D. Brody·bioRxiv·Oct 17, 2017· 8 citations