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

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

Striatal dysfunction during reversal learning in unmedicated schizophrenia patients

(2013) Florian Schlagenhauf et al.   NEUROIMAGE

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

Evidence for Model-based Computations in the Human Amygdala during Pavlovian Conditioning

(2013) Charlotte Prévost et al.   PLoS Computational Biology

Behavioral and neuroimaging evidence for overreliance on habit learning in alcohol-dependent patients

(2013) Z Sjoerds et al.   Translational Psychiatry

The ubiquity of model-based reinforcement learning

(2012) Bradley B Doll et al.   CURRENT OPINION IN NEUROBIOLOGY

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

Disruption in the Balance Between Goal-Directed Behavior and Habit Learning in Obsessive-Compulsive Disorder

(2011) Claire M. Gillan et al.   AMERICAN JOURNAL OF PSYCHIATRY

Signals in Human Striatum Are Appropriate for Policy Update Rather than Value Prediction

(2011) J. Li et al.   JOURNAL OF 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

Habitual versus Goal-directed Action Control in Parkinson Disease

(2010) Sanne de Wit et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

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

(2010) Jan Gläscher et al.   NEURON

A specific role for posterior dorsolateral striatum in human habit learning

(2009) Elizabeth Tricomi et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Differential Engagement of the Ventromedial Prefrontal Cortex by Goal-Directed and Habitual Behavior toward Food Pictures in Humans

(2009) S. de Wit et al.   JOURNAL OF NEUROSCIENCE