A citation-based method for searching scientific literature

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
Times Cited: 86






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List of co-cited articles
777 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
730
49
56

Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control.
Nathaniel D Daw, Yael Niv, Peter Dayan. Nat Neurosci 2005
1152
36
41

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
197
26
30

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
223
23
26

Goals and habits in the brain.
Ray J Dolan, Peter Dayan. Neuron 2013
427
22
25

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
158
21
24

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
120
19
22

Model-based choices involve prospective neural activity.
Bradley B Doll, Katherine D Duncan, Dylan A Simon, Daphna Shohamy, Nathaniel D Daw. Nat Neurosci 2015
126
18
20

States versus rewards: dissociable neural prediction error signals underlying model-based and model-free reinforcement learning.
Jan Gläscher, Nathaniel Daw, Peter Dayan, John P O'Doherty. Neuron 2010
569
18
20

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
141
18
20

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
17
19

Cognitive components underpinning the development of model-based learning.
Tracey C S Potter, Nessa V Bryce, Catherine A Hartley. Dev Cogn Neurosci 2017
21
17
80

A neural substrate of prediction and reward.
W Schultz, P Dayan, P R Montague. Science 1997
4564
16
18

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
282
16
18

Cognitive flexibility in adolescence: neural and behavioral mechanisms of reward prediction error processing in adaptive decision making during development.
Tobias U Hauser, Reto Iannaccone, Susanne Walitza, Daniel Brandeis, Silvia Brem. Neuroimage 2015
71
16
22

Neural computations underlying arbitration between model-based and model-free learning.
Sang Wan Lee, Shinsuke Shimojo, John P O'Doherty. Neuron 2014
251
15
17

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
59
15
25

The neuroscience of adolescent decision-making.
Catherine A Hartley, Leah H Somerville. Curr Opin Behav Sci 2015
59
14
23

Human and rodent homologies in action control: corticostriatal determinants of goal-directed and habitual action.
Bernard W Balleine, John P O'Doherty. Neuropsychopharmacology 2010
973
14
16

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
123
14
16

When Does Model-Based Control Pay Off?
Wouter Kool, Fiery A Cushman, Samuel J Gershman. PLoS Comput Biol 2016
45
14
31

Charting the expansion of strategic exploratory behavior during adolescence.
Leah H Somerville, Stephanie F Sasse, Megan C Garrad, Andrew T Drysdale, Nadine Abi Akar, Catherine Insel, Robert C Wilson. J Exp Psychol Gen 2017
47
14
29

The Computational Development of Reinforcement Learning during Adolescence.
Stefano Palminteri, Emma J Kilford, Giorgio Coricelli, Sarah-Jayne Blakemore. PLoS Comput Biol 2016
40
14
35

Dynamic mapping of human cortical development during childhood through early adulthood.
Nitin Gogtay, Jay N Giedd, Leslie Lusk, Kiralee M Hayashi, Deanna Greenstein, A Catherine Vaituzis, Tom F Nugent, David H Herman, Liv S Clasen, Arthur W Toga,[...]. Proc Natl Acad Sci U S A 2004
3167
13
15

Neural and psychological maturation of decision-making in adolescence and young adulthood.
Anastasia Christakou, Samuel J Gershman, Yael Niv, Andrew Simmons, Mick Brammer, Katya Rubia. J Cogn Neurosci 2013
58
13
22

Cost-Benefit Arbitration Between Multiple Reinforcement-Learning Systems.
Wouter Kool, Samuel J Gershman, Fiery A Cushman. Psychol Sci 2017
67
13
19

Cognitive control predicts use of model-based reinforcement learning.
A Ross Otto, Anya Skatova, Seth Madlon-Kay, Nathaniel D Daw. J Cogn Neurosci 2015
80
12
15

Dopamine enhances model-based over model-free choice behavior.
Klaus Wunderlich, Peter Smittenaar, Raymond J Dolan. Neuron 2012
144
12
13

A unique adolescent response to reward prediction errors.
Jessica R Cohen, Robert F Asarnow, Fred W Sabb, Robert M Bilder, Susan Y Bookheimer, Barbara J Knowlton, Russell A Poldrack. Nat Neurosci 2010
175
12
13

Simple Plans or Sophisticated Habits? State, Transition and Learning Interactions in the Two-Step Task.
Thomas Akam, Rui Costa, Peter Dayan. PLoS Comput Biol 2015
43
11
25

An Upside to Reward Sensitivity: The Hippocampus Supports Enhanced Reinforcement Learning in Adolescence.
Juliet Y Davidow, Karin Foerde, Adriana Galván, Daphna Shohamy. Neuron 2016
82
11
13

Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling.
Nitzan Shahar, Tobias U Hauser, Michael Moutoussis, Rani Moran, Mehdi Keramati, Raymond J Dolan. PLoS Comput Biol 2019
33
11
33

Experiential reward learning outweighs instruction prior to adulthood.
Johannes H Decker, Frederico S Lourenco, Bradley B Doll, Catherine A Hartley. Cogn Affect Behav Neurosci 2015
33
10
30

Dissociable roles of ventral and dorsal striatum in instrumental conditioning.
John O'Doherty, Peter Dayan, Johannes Schultz, Ralf Deichmann, Karl Friston, Raymond J Dolan. Science 2004
1336
10
11

Brain development during childhood and adolescence: a longitudinal MRI study.
J N Giedd, J Blumenthal, N O Jeffries, F X Castellanos, H Liu, A Zijdenbos, T Paus, A C Evans, J L Rapoport. Nat Neurosci 1999
3142
10
11

The interaction of acute and chronic stress impairs model-based behavioral control.
Christoph Radenbach, Andrea M F Reiter, Veronika Engert, Zsuzsika Sjoerds, Arno Villringer, Hans-Jochen Heinze, Lorenz Deserno, Florian Schlagenhauf. Psychoneuroendocrinology 2015
53
9
16

Motivation and value influences in the relative balance of goal-directed and habitual behaviours in obsessive-compulsive disorder.
V Voon, K Baek, J Enander, Y Worbe, L S Morris, N A Harrison, T W Robbins, C Rück, N Daw. Transl Psychiatry 2015
42
9
21

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
90
9
10

Disruption in the balance between goal-directed behavior and habit learning in obsessive-compulsive disorder.
Claire M Gillan, Martina Papmeyer, Sharon Morein-Zamir, Barbara J Sahakian, Naomi A Fineberg, Trevor W Robbins, Sanne de Wit. Am J Psychiatry 2011
302
9
10

Cognitive maps in rats and men.
E C TOLMAN. Psychol Rev 1948
1573
9
10

Earlier development of the accumbens relative to orbitofrontal cortex might underlie risk-taking behavior in adolescents.
Adriana Galvan, Todd A Hare, Cindy E Parra, Jackie Penn, Henning Voss, Gary Glover, B J Casey. J Neurosci 2006
731
9
10

Reinforcement learning across development: What insights can we draw from a decade of research?
Kate Nussenbaum, Catherine A Hartley. Dev Cogn Neurosci 2019
30
9
30

The ubiquity of model-based reinforcement learning.
Bradley B Doll, Dylan A Simon, Nathaniel D Daw. Curr Opin Neurobiol 2012
160
8
9

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
95
8
9

Actions, action sequences and habits: evidence that goal-directed and habitual action control are hierarchically organized.
Amir Dezfouli, Bernard W Balleine. PLoS Comput Biol 2013
94
8
9

Dopamine selectively remediates 'model-based' reward learning: a computational approach.
Madeleine E Sharp, Karin Foerde, Nathaniel D Daw, Daphna Shohamy. Brain 2016
58
8
13

Goal-directed instrumental action: contingency and incentive learning and their cortical substrates.
B W Balleine, A Dickinson. Neuropharmacology 1998
875
8
9

The reward circuit: linking primate anatomy and human imaging.
Suzanne N Haber, Brian Knutson. Neuropsychopharmacology 2010
2012
8
9

Longitudinal changes in adolescent risk-taking: a comprehensive study of neural responses to rewards, pubertal development, and risk-taking behavior.
Barbara R Braams, Anna C K van Duijvenvoorde, Jiska S Peper, Eveline A Crone. J Neurosci 2015
271
8
9

Changes in cognitive flexibility and hypothesis search across human life history from childhood to adolescence to adulthood.
Alison Gopnik, Shaun O'Grady, Christopher G Lucas, Thomas L Griffiths, Adrienne Wente, Sophie Bridgers, Rosie Aboody, Hoki Fung, Ronald E Dahl. Proc Natl Acad Sci U S A 2017
73
8
10


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.

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