Toward a rational and mechanistic account of mental effort

A Shenhav, S Musslick, F Lieder, W Kool… - Annual review of …, 2017 - annualreviews.org
In spite of its familiar phenomenology, the mechanistic basis for mental effort remains poorly
understood. Although most researchers agree that mental effort is aversive and stems from …

[HTML][HTML] Cognitive effort: A neuroeconomic approach

A Westbrook, TS Braver - Cognitive, Affective, & Behavioral Neuroscience, 2015 - Springer
Cognitive effort has been implicated in numerous theories regarding normal and aberrant
behavior and the physiological response to engagement with demanding tasks. Yet, despite …

Decomposing the motivation to exert mental effort

A Shenhav, M Prater Fahey… - Current directions in …, 2021 - journals.sagepub.com
Achieving most goals demands cognitive control, yet people vary widely in their success at
meeting these demands. Although motivation is known to be fundamental to determining …

[HTML][HTML] Adaptive effort investment in cognitive and physical tasks: a neurocomputational model

T Verguts, E Vassena, M Silvetti - Frontiers in Behavioral …, 2015 - frontiersin.org
Despite its importance in everyday life, the computational nature of effort investment remains
poorly understood. We propose an effort model obtained from optimality considerations, and …

Mental labour

W Kool, M Botvinick - Nature human behaviour, 2018 - nature.com
Mental effort is an elementary notion in our folk psychology and a familiar fixture in everyday
introspective experience. However, as an object of scientific study, mental effort has …

Affect and cognitive control: Insights from research on effort mobilization

N Silvestrini, GHE Gendolla - International Journal of Psychophysiology, 2019 - Elsevier
We present theory and research on effort mobilization that is relevant for understanding the
role of affect in cognitive control. We posit that cognitive control and effort are closely related …

The effort paradox: Effort is both costly and valued

M Inzlicht, A Shenhav, CY Olivola - Trends in cognitive sciences, 2018 - cell.com
According to prominent models in cognitive psychology, neuroscience, and economics,
effort (be it physical or mental) is costly: when given a choice, humans and non-human …

The opportunity cost of time modulates cognitive effort

AR Otto, ND Daw - Neuropsychologia, 2019 - Elsevier
A spate of recent work demonstrates that humans seek to avoid the expenditure of cognitive
effort, much like physical effort or economic resources. Less is clear, however, about the …

An integrative effort: Bridging motivational intensity theory and recent neurocomputational and neuronal models of effort and control allocation.

N Silvestrini, S Musslick, AS Berry… - Psychological …, 2022 - psycnet.apa.org
An increasing number of cognitive, neurobiological, and computational models have been
proposed in the last decade, seeking to explain how humans allocate physical or cognitive …

Cognitive capacity limitations and Need for Cognition differentially predict reward-induced cognitive effort expenditure

DA Sandra, AR Otto - Cognition, 2018 - Elsevier
While psychological, economic, and neuroscientific accounts of behavior broadly maintain
that people minimize expenditure of cognitive effort, empirical work reveals how reward …