A note on the analysis of two-stage task results: How changes in task structure affect what model-free and model-based strategies predict about the effects of reward and transition on the stay probability

When Does Model-Based Control Pay Off?

(2016) Wouter Kool et al.   PLoS Computational Biology

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

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

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

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

Model-Based and Model-Free Decisions in Alcohol Dependence

(2014) Miriam Sebold et al.   NEUROPSYCHOBIOLOGY

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

(2013) Peter Smittenaar 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

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

Dopamine Enhances Model-Based over Model-Free Choice Behavior

(2012) Klaus Wunderlich et al.   NEURON

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

(2011) Nathaniel D. Daw et al.   NEURON