Combined model-free and model-sensitive reinforcement learning in non-human primates

Rational metareasoning and the plasticity of cognitive control

(2018) Falk Lieder et al.   PLoS Computational Biology

Dorsal hippocampus contributes to model-based planning

(2017) Kevin J Miller et al.   NATURE NEUROSCIENCE

Variability in Dopamine Genes Dissociates Model-Based and Model-Free Reinforcement Learning

(2016) B. B. Doll et al.   JOURNAL OF NEUROSCIENCE

Adaptive integration of habits into depth-limited planning defines a habitual-goal–directed spectrum

(2016) Mehdi Keramati et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

When Does Model-Based Control Pay Off?

(2016) Wouter Kool et al.   PLoS Computational Biology

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control

(2016) Claire M Gillan et al.   eLife

Dopamine selectively remediates ‘model-based’ reward learning: a computational approach

(2015) Madeleine E. Sharp et al.   BRAIN

Valence-dependent influence of serotonin depletion on model-based choice strategy

(2015) Y Worbe et al.   MOLECULAR PSYCHIATRY

Model-based choices involve prospective neural activity

(2015) Bradley B Doll et al.   NATURE NEUROSCIENCE

Habitual control of goal selection in humans

(2015) Fiery Cushman et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Model-Based Reasoning in Humans Becomes Automatic with Training

(2015) Marcos Economides et al.   PLoS Computational Biology

Simple Plans or Sophisticated Habits? State, Transition and Learning Interactions in the Two-Step Task

(2015) Thomas Akam et al.   PLoS Computational Biology

Lateral prefrontal model-based signatures are reduced in healthy individuals with high trait impulsivity

(2015) L Deserno et al.   Translational Psychiatry

Neural Computations Underlying Arbitration between Model-Based and Model-free Learning

(2014) Sang Wan Lee et al.   NEURON

Model-Based and Model-Free Decisions in Alcohol Dependence

(2014) Miriam Sebold et al.   NEUROPSYCHOBIOLOGY

Transcranial Direct Current Stimulation of Right Dorsolateral Prefrontal Cortex Does Not Affect Model-Based or Model-Free Reinforcement Learning in Humans

(2014) Peter Smittenaar et al.   PLoS One

Bayesian model selection for group studies — Revisited

(2013) L. Rigoux et al.   NEUROIMAGE

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

Dopamine Modulates Reward-Related Vigor

(2013) Ulrik Beierholm et al.   NEUROPSYCHOPHARMACOLOGY

Actions, Action Sequences and Habits: Evidence That Goal-Directed and Habitual Action Control Are Hierarchically Organized

(2013) Amir Dezfouli et al.   PLoS Computational Biology

How to set the switches on this thing

(2012) Peter Dayan   CURRENT OPINION IN NEUROBIOLOGY

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

Vigor in the Face of Fluctuating Rates of Reward: An Experimental Examination

(2011) Marc Guitart-Masip et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Model-Based Influences on Humans' Choices and Striatal Prediction Errors

(2011) Nathaniel D. Daw et al.   NEURON

Disentangling the Roles of Approach, Activation and Valence in Instrumental and Pavlovian Responding

(2011) Quentin J. M. Huys et al.   PLoS Computational Biology

Speed/Accuracy Trade-Off between the Habitual and the Goal-Directed Processes

(2011) Mehdi Keramati et al.   PLoS Computational Biology

States versus Rewards: Dissociable Neural Prediction Error Signals Underlying Model-Based and Model-Free Reinforcement Learning

(2010) Jan Gläscher et al.   NEURON

Human and Rodent Homologies in Action Control: Corticostriatal Determinants of Goal-Directed and Habitual Action

(2009) Bernard W Balleine et al.   NEUROPSYCHOPHARMACOLOGY

Scaling regression inputs by dividing by two standard deviations

(2007) Andrew Gelman   STATISTICS IN MEDICINE