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

Reversal Learning and Dopamine: A Bayesian Perspective

(2015) V. D. Costa et al.   JOURNAL OF NEUROSCIENCE

Interplay of approximate planning strategies

(2015) Quentin J. M. Huys et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

Model-Based Reasoning in Humans Becomes Automatic with Training

(2015) Marcos Economides et al.   PLoS Computational Biology

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

Orbitofrontal Cortex as a Cognitive Map of Task Space

(2014) Robert C. Wilson et al.   NEURON

Model-Based and Model-Free Decisions in Alcohol Dependence

(2014) Miriam Sebold et al.   NEUROPSYCHOBIOLOGY

The algorithmic anatomy of model-based evaluation

(2014) N. D. Daw et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Extraversion differentiates between model-based and model-free strategies in a reinforcement learning task

(2013) Anya Skatova et al.   Frontiers in Human Neuroscience

Corticostriatal neurons in auditory cortex drive decisions during auditory discrimination

(2013) Petr Znamenskiy et al.   NATURE

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

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

Rats and Humans Can Optimally Accumulate Evidence for Decision-Making

(2013) B. W. Brunton et al.   SCIENCE

Premotor cortex is critical for goal-directed actions

(2013) Christina M. Gremel et al.   Frontiers in Computational Neuroscience

Orbitofrontal and striatal circuits dynamically encode the shift between goal-directed and habitual actions

(2013) Christina M. Gremel et al.   Nature Communications

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

Different dorsal striatum circuits mediate action discrimination and action generalization

(2012) Mónica Hilario et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees

(2012) Quentin J. M. Huys et al.   PLoS Computational Biology

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

Learning latent structure: carving nature at its joints

(2010) Samuel J Gershman et al.   CURRENT OPINION IN NEUROBIOLOGY

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

(2010) Jan Gläscher et al.   NEURON