A citation-based method for searching scientific literature

Wouter Kool, Samuel J Gershman, Fiery A Cushman. Psychol Sci 2017
Times Cited: 73







List of co-cited articles
540 articles co-cited >1



Times Cited
  Times     Co-cited
Similarity


Model-based influences on humans' choices and striatal prediction errors.
Nathaniel D Daw, Samuel J Gershman, Ben Seymour, Peter Dayan, Raymond J Dolan. Neuron 2011
749
57


Neural computations underlying arbitration between model-based and model-free learning.
Sang Wan Lee, Shinsuke Shimojo, John P O'Doherty. Neuron 2014
258
30

When Does Model-Based Control Pay Off?
Wouter Kool, Fiery A Cushman, Samuel J Gershman. PLoS Comput Biol 2016
50
42

Goals and habits in the brain.
Ray J Dolan, Peter Dayan. Neuron 2013
438
27

The expected value of control: an integrative theory of anterior cingulate cortex function.
Amitai Shenhav, Matthew M Botvinick, Jonathan D Cohen. Neuron 2013
991
26


Model-based choices involve prospective neural activity.
Bradley B Doll, Katherine D Duncan, Dylan A Simon, Daphna Shohamy, Nathaniel D Daw. Nat Neurosci 2015
131
26

Toward a Rational and Mechanistic Account of Mental Effort.
Amitai Shenhav, Sebastian Musslick, Falk Lieder, Wouter Kool, Thomas L Griffiths, Jonathan D Cohen, Matthew M Botvinick. Annu Rev Neurosci 2017
280
24

The curse of planning: dissecting multiple reinforcement-learning systems by taxing the central executive.
A Ross Otto, Samuel J Gershman, Arthur B Markman, Nathaniel D Daw. Psychol Sci 2013
164
21

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control.
Claire M Gillan, Michal Kosinski, Robert Whelan, Elizabeth A Phelps, Nathaniel D Daw. Elife 2016
203
20

Decision making and the avoidance of cognitive demand.
Wouter Kool, Joseph T McGuire, Zev B Rosen, Matthew M Botvinick. J Exp Psychol Gen 2010
375
19

From Creatures of Habit to Goal-Directed Learners: Tracking the Developmental Emergence of Model-Based Reinforcement Learning.
Johannes H Decker, A Ross Otto, Nathaniel D Daw, Catherine A Hartley. Psychol Sci 2016
93
19

Motivation and cognitive control: from behavior to neural mechanism.
Matthew Botvinick, Todd Braver. Annu Rev Psychol 2015
360
17


Working-memory capacity protects model-based learning from stress.
A Ross Otto, Candace M Raio, Alice Chiang, Elizabeth A Phelps, Nathaniel D Daw. Proc Natl Acad Sci U S A 2013
230
17

A neural substrate of prediction and reward.
W Schultz, P Dayan, P R Montague. Science 1997
16


Speed/accuracy trade-off between the habitual and the goal-directed processes.
Mehdi Keramati, Amir Dezfouli, Payam Piray. PLoS Comput Biol 2011
168
16

Adaptive integration of habits into depth-limited planning defines a habitual-goal-directed spectrum.
Mehdi Keramati, Peter Smittenaar, Raymond J Dolan, Peter Dayan. Proc Natl Acad Sci U S A 2016
74
16


Deciding How To Decide: Self-Control and Meta-Decision Making.
Y-Lan Boureau, Peter Sokol-Hessner, Nathaniel D Daw. Trends Cogn Sci 2015
75
15

Model-based learning protects against forming habits.
Claire M Gillan, A Ross Otto, Elizabeth A Phelps, Nathaniel D Daw. Cogn Affect Behav Neurosci 2015
90
15

Disorders of compulsivity: a common bias towards learning habits.
V Voon, K Derbyshire, C Rück, M A Irvine, Y Worbe, J Enander, L R N Schreiber, C Gillan, N A Fineberg, B J Sahakian,[...]. Mol Psychiatry 2015
291
15

Retrospective revaluation in sequential decision making: a tale of two systems.
Samuel J Gershman, Arthur B Markman, A Ross Otto. J Exp Psychol Gen 2014
96
15

An opportunity cost model of subjective effort and task performance.
Robert Kurzban, Angela Duckworth, Joseph W Kable, Justus Myers. Behav Brain Sci 2013
409
13

An integrative theory of prefrontal cortex function.
E K Miller, J D Cohen. Annu Rev Neurosci 2001
13

Model-based and model-free decisions in alcohol dependence.
Miriam Sebold, Lorenz Deserno, Stephan Nebe, Daniel J Schad, Maria Garbusow, Claudia Hägele, Jürgen Keller, Elisabeth Jünger, Norbert Kathmann, Michael N Smolka,[...]. Neuropsychobiology 2014
92
13

Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making.
Lorenz Deserno, Quentin J M Huys, Rebecca Boehme, Ralph Buchert, Hans-Jochen Heinze, Anthony A Grace, Raymond J Dolan, Andreas Heinz, Florian Schlagenhauf. Proc Natl Acad Sci U S A 2015
121
13

Dopamine enhances model-based over model-free choice behavior.
Klaus Wunderlich, Peter Smittenaar, Raymond J Dolan. Neuron 2012
145
13

Disruption of dorsolateral prefrontal cortex decreases model-based in favor of model-free control in humans.
Peter Smittenaar, Thomas H B FitzGerald, Vincenzo Romei, Nicholas D Wright, Raymond J Dolan. Neuron 2013
126
13


Habits, action sequences and reinforcement learning.
Amir Dezfouli, Bernard W Balleine. Eur J Neurosci 2012
137
12


Cognitive control predicts use of model-based reinforcement learning.
A Ross Otto, Anya Skatova, Seth Madlon-Kay, Nathaniel D Daw. J Cogn Neurosci 2015
82
12

Habitual control of goal selection in humans.
Fiery Cushman, Adam Morris. Proc Natl Acad Sci U S A 2015
61
14

Reward Pays the Cost of Noise Reduction in Motor and Cognitive Control.
Sanjay G Manohar, Trevor T-J Chong, Matthew A J Apps, Amit Batla, Maria Stamelou, Paul R Jarman, Kailash P Bhatia, Masud Husain. Curr Biol 2015
159
12

Tonic dopamine: opportunity costs and the control of response vigor.
Yael Niv, Nathaniel D Daw, Daphna Joel, Peter Dayan. Psychopharmacology (Berl) 2007
640
12

The successor representation in human reinforcement learning.
I Momennejad, E M Russek, J H Cheong, M M Botvinick, N D Daw, S J Gershman. Nat Hum Behav 2017
92
12

The ubiquity of model-based reinforcement learning.
Bradley B Doll, Dylan A Simon, Nathaniel D Daw. Curr Opin Neurobiol 2012
165
12

Incentives Boost Model-Based Control Across a Range of Severity on Several Psychiatric Constructs.
Edward H Patzelt, Wouter Kool, Alexander J Millner, Samuel J Gershman. Biol Psychiatry 2019
31
29

Striatum-medial prefrontal cortex connectivity predicts developmental changes in reinforcement learning.
Wouter van den Bos, Michael X Cohen, Thorsten Kahnt, Eveline A Crone. Cereb Cortex 2012
147
10

Of goals and habits: age-related and individual differences in goal-directed decision-making.
Ben Eppinger, Maik Walter, Hauke R Heekeren, Shu-Chen Li. Front Neurosci 2013
65
12

Cognitive maps in rats and men.
E C TOLMAN. Psychol Rev 1948
10

Predictive representations can link model-based reinforcement learning to model-free mechanisms.
Evan M Russek, Ida Momennejad, Matthew M Botvinick, Samuel J Gershman, Nathaniel D Daw. PLoS Comput Biol 2017
86
10

Computational rationality: A converging paradigm for intelligence in brains, minds, and machines.
Samuel J Gershman, Eric J Horvitz, Joshua B Tenenbaum. Science 2015
121
10

Planning Complexity Registers as a Cost in Metacontrol.
Wouter Kool, Samuel J Gershman, Fiery A Cushman. J Cogn Neurosci 2018
12
66

Dopamine Does Double Duty in Motivating Cognitive Effort.
Andrew Westbrook, Todd S Braver. Neuron 2016
129
9


Cortical substrates for exploratory decisions in humans.
Nathaniel D Daw, John P O'Doherty, Peter Dayan, Ben Seymour, Raymond J Dolan. Nature 2006
9


Co-cited is the co-citation frequency, indicating how many articles cite the article together with the query article. Similarity is the co-citation as percentage of the times cited of the query article or the article in the search results, whichever is the lowest. These numbers are calculated for the last 100 citations when articles are cited more than 100 times.