When Does Model-Based Control Pay Off?

Fronto-striatal organization: Defining functional and microstructural substrates of behavioural flexibility

(2016) Laurel S. Morris et al.   CORTEX

Empirical priors for reinforcement learning models

(2016) Samuel J. Gershman   JOURNAL OF MATHEMATICAL PSYCHOLOGY

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

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

Motivation and Cognitive Control: From Behavior to Neural Mechanism

(2015) Matthew Botvinick et al.   Annual Review of Psychology

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

(2015) Madeleine E. Sharp et al.   BRAIN

Model-based learning protects against forming habits

(2015) Claire M. Gillan et al.   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

Cognitive Control Predicts Use of Model-based Reinforcement Learning

(2015) A. Ross Otto et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Model-based choices involve prospective neural activity

(2015) Bradley B Doll et al.   NATURE NEUROSCIENCE

Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making

(2015) Lorenz Deserno et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The interaction of acute and chronic stress impairs model-based behavioral control

(2015) Christoph Radenbach et al.   PSYCHONEUROENDOCRINOLOGY

Computational rationality: A converging paradigm for intelligence in brains, minds, and machines

(2015) S. J. Gershman et al.   SCIENCE

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

Motivation and value influences in the relative balance of goal-directed and habitual behaviours in obsessive-compulsive disorder

(2015) V Voon et al.   Translational Psychiatry

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

(2015) L Deserno et al.   Translational Psychiatry

Devaluation and sequential decisions: linking goal-directed and model-based behavior

(2014) Eva Friedel et al.   Frontiers in Human Neuroscience

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

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

(2014) Sang Wan Lee et al.   NEURON

Habits as action sequences: hierarchical action control and changes in outcome value

(2014) A. Dezfouli et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

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

An opportunity cost model of subjective effort and task performance

(2013) Robert Kurzban et al.   BEHAVIORAL AND BRAIN SCIENCES

Disruption of Dorsolateral Prefrontal Cortex Decreases Model-Based in Favor of Model-free Control in Humans

(2013) Peter Smittenaar et al.   NEURON

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

What Is the Subjective Cost of Cognitive Effort? Load, Trait, and Aging Effects Revealed by Economic Preference

(2013) Andrew Westbrook et al.   PLoS One

Working-memory capacity protects model-based learning from stress

(2013) A. R. Otto et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2013) Amir Dezfouli et al.   PLoS Computational Biology

Of goals and habits: age-related and individual differences in goal-directed decision-making

(2013) Ben Eppinger et al.   Frontiers in Neuroscience

How much of reinforcement learning is working memory, not reinforcement learning? A behavioral, computational, and neurogenetic analysis

(2012) Anne G. E. Collins et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

Dopaminergic Genes Predict Individual Differences in Susceptibility to Confirmation Bias

(2011) B. B. Doll et al.   JOURNAL OF NEUROSCIENCE

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

(2011) Nathaniel D. Daw et al.   NEURON

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