PT  - JOURNAL ARTICLE
AU  - Mayank Agrawal
AU  - Marcelo G. Mattar
AU  - Jonathan D. Cohen
AU  - Nathaniel D. Daw
TI  - The Temporal Dynamics of Opportunity Costs: A Normative Account of Cognitive Fatigue and Boredom
AID  - 10.1101/2020.09.08.287276
DP  - 2020 Jan 01
TA  - bioRxiv
PG  - 2020.09.08.287276
4099  - http://biorxiv.org/content/early/2020/09/09/2020.09.08.287276.short
4100  - http://biorxiv.org/content/early/2020/09/09/2020.09.08.287276.full
AB  - Cognitive fatigue and boredom are two phenomenological states widely associated with limitations in cognitive control. In this paper, we present a rational analysis of the temporal structure of controlled behavior, which provides a new framework for providing a formal account of these phenomena. We suggest that in controlling behavior, the brain faces competing behavioral and computational imperatives, and must balance them by tracking their opportunity costs over time. We use this analysis to flesh out previous suggestions that feelings associated with subjective effort, like cognitive fatigue and boredom, are the phenomenological counterparts of these opportunity cost measures, rather then reflecting the depletion of resources as has often been assumed. Specifically, we propose that both fatigue and boredom reflect the competing value of particular options that require foregoing immediate reward but can improve future performance: Fatigue reflects the value of offline computation (internal to the organism) to improve future decisions, while boredom signals the value of exploratory actions (external in the world) to gather information. We demonstrate that these accounts provide a mechanistically explicit and parsimonious account for a wide array of findings related to cognitive control, integrating and reimagining them under a single, formally rigorous framework.Competing Interest StatementThe authors have declared no competing interest.