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

Mitochondrial dysfunction remodels one-carbon metabolism in human cells

(2016) Xiaoyan Robert Bao et al.   eLife

Functional Neuroimaging of Avoidance Habits in Obsessive-Compulsive Disorder

(2015) Claire M. Gillan et al.   AMERICAN JOURNAL OF PSYCHIATRY

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

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

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

(2015) Christoph Radenbach et al.   PSYCHONEUROENDOCRINOLOGY

Deciding How To Decide: Self-Control and Meta-Decision Making

(2015) Y-Lan Boureau et al.   TRENDS IN COGNITIVE SCIENCES

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

(2015) Thomas Akam et al.   PLoS Computational Biology

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

(2014) Sang Wan Lee et al.   NEURON

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

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

How to set the switches on this thing

(2012) Peter Dayan   CURRENT OPINION IN NEUROBIOLOGY

Habits, action sequences and reinforcement learning

(2012) Amir Dezfouli et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

A Survey of Monte Carlo Tree Search Methods

(2012) Cameron B. Browne et al.   IEEE Transactions on Computational Intelligence and AI in Games

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

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