Gheza D, Kool W
Distractor-specific control adaptation in multidimensional environments
Treiman LS, Kool W
Choosing the right frame: How context preferences facilitate subsequent decisions
Gheza D, Kool W, Pourtois G
Need for cognition moderates cognitive effort aversion
Bustos BN, Colvett JS, Bugg JM, Kool W
Humans do not avoid reactively implementing cognitive control
Bustos BN, Jiang J*, Kool W*
Reward masks the learning of cognitive control demand
Treiman L, Ho CJ, Kool W
Humans forgo reward to instill fairness into AI
Proceedings of the AAAI Conference on Human Computation and Crowdsourcing
Karagoz AB, Reagh ZM*, Kool W*
The construction and use of cognitive maps in model-based control
Journal of Experimental Psychology: General
Smid CR, Ganesan K, Thompson A, Cañigueral R, Veselic S, Royer J, Kool W, Hauser TU, Bernhardt B, Steinbeis N
Neurocognitive basis of model-based decision making and its metacontrol in childhood
Developmental Cognitive Neuroscience
Patil I, Zucchelli MM, Kool W, Campbell S, Fornasier F, Calò M, Silani G, Cikara M & Cushman, F
Reasoning supports utilitarian resolutions to moral dilemmas across diverse measures
Journal of Personality and Social Psychology
Liu S, Cushman FA, Gershman SJ, Kool W, & Spelke ES
Hard choices: Children’s understanding of the cost of action selection
Proceedings of the Cognitive Science Society
Patzelt EH, Kool W, Millner A J, & Gershman SJ
The transdiagnostic structure of mental effort avoidance
Scientific Reports
Patzelt EH, Kool W, Millner AJ, & Gershman SJ
Incentives boost model-based control across a range of severity on several psychiatric constructs
Biological Psychiatry
Bolenz F, Kool W, Reiter AMF, Kiebel, SJ, & Eppinger B.
Metacontrol of decision-making strategies in human aging
eLife
pdf
data
Kool W & Botvinick MM
Mental labour
Nature Human Behaviour
Kool W, Cushman FA*, & Gershman SJ*
Competition and cooperation between multiple reinforcement learning systems
Understanding Goal-Directed Decision Making: Computations and Circuits
Kool W, Gershman SJ*, & Cushman FA*
Planning complexity registers as a cost in metacontrol
Journal of Cognitive Neuroscience
Kool W, Gershman SJ*, & Cushman FA*
Cost-benefit arbitration between multiple reinforcement learning systems
Psychological Science
Shenhav AS, Musslick S, Lieder F, Kool W, Griffiths TL, Cohen JD, & Botvinick MM
Towards a rational and mechanistic account of mental effort
Annual Reviews of Neuroscience
Kool W*, Shenhav AS*, & Botvinick MM
Cognitive control as cost-benefit decision making
Wiley Handbook of Cognitive Control
Gold JM, Kool W, Botvinick MM, Hubzin L, August S, & Waltz J
Cognitive effort avoidance and detection in people with schizophrenia
Cognitive, Affective, & Behavioral Neuroscience
Kool W, Conway ARA, & Turk-Browne N B
Sequential dynamics in visual short-term memory
Attention, Perception, & Psychophysics
Braver TS, Krug MK, Chiew KS, Kool W, Westbrook J A, . . ., Somerville LH
Mechanisms of motivation-cognition interaction: challenges and opportunities
Cognitive, Affective, & Behavioral Neuroscience
Kool W & Botvinick MM
A labor/leisure trade-off in cognitive control
Journal of Experimental Psychology: General
Kool W & Botvinick MM
The intrinsic cost of cognitive control
Behavioral Brain Sciences
Kool W, McGuire, JT, Wang, GJ, & Botvinick MM
Behavioral and neural evidence for an intrinsic cost of self-control
Cognitive, Affective, & Behavioral Neuroscience
Kool W, Getz SJ, & Botvinick MM
Neural representation of probability: Evidence from the Illusion of Control
Journal of Cognitive Neuroscience
Kool W*, McGuire JT*, Rosen ZB, & Botvinick MM
Decision making and the avoidance of cognitive demand
Journal of Experimental Psychology: General
Colzato LS, Kool W, & Hommel B
Stress modulation of visuomotor binding
Neuropsychologia
The documents distributed here have been provided as a means to ensure timely dissemination of scholarly and technical work on a noncommercial basis. Copyright and all rights therein are maintained by the authors or by other copyright holders, notwithstanding that they have offered their works here electronically. It is understood that all persons copying this information will adhere to the terms and constraints invoked by these copyrights. These works may not be reposted without the explicit permission of the copyright holder.