Karagoz AB, Kool W*, & Reagh ZM*
Free recall is scaffolded by event structure and shaped by inference.
Treiman LS, Ho CJ, & Kool W
Do people think fast or slow when training AI?
Karagoz AB, Moran EK, Barch DM, Kool W*, & Reagh ZM*
Evidence for shallow cognitive maps in schizophrenia
Ramakrishnan SA, et al.
Impaired arbitration between reward-related decision-making strategies in alcohol users: a computational modeling study
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
Bustos B, Jiang J*, & Kool W*
Reward masks the learning of cognitive control demand
in press
Treiman LS, Ho CJ*, & Kool W*
The consequences of AI training on human decision making
Proceedings of the National Academy of Sciences
Gheza D, Zalabak TR, & Kool W
Control adaptation through selective suppression of multidimensional distractors
Cognitive Computational Neuroscience Conference
Bustos B, Colvett JS, Bugg JM, & Kool W
Humans do not avoid reactively implementing cognitive control
Journal of Experimental Psychology: Human Perception and Performance
Karagoz AB, Reagh ZM*, & Kool W*
The construction and use of cognitive maps in model-based control
Journal of Experimental Psychology: General
Treiman LS, Ho CJ, & Kool W
Humans forgo reward to instill fairness into AI
Proceedings of the AAAI Conference on Human Computation and Crowdsourcing
Gheza D, Kool W, & Pourtois G
Need for cognition moderates cognitive effort aversion
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
Smid CR, Kool W, Hauser TU, & Steinbeis N
Model-based decision-making and its metacontrol in childhood
Developmental Science
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
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
Kool W, Cushman FA*, & Gershman SJ*
When does model-based control pay off?
PLOS Computational Biology
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
2012 and earlier
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

* authors contributed equally

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