Habitual control of goal selection in humans

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

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 Selfish Goal: Autonomously operating motivational structures as the proximate cause of human judgment and behavior

(2014) Julie Y. Huang et al.   BEHAVIORAL AND BRAIN SCIENCES

Model-based hierarchical reinforcement learning and human action control

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

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

The algorithmic anatomy of model-based evaluation

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

Cognitive control over learning: Creating, clustering, and generalizing task-set structure.

(2013) Anne G. E. Collins et al.   PSYCHOLOGICAL REVIEW

The nucleus accumbens as a nexus between values and goals in goal-directed behavior: a review and a new hypothesis

(2013) Francesco Mannella et al.   Frontiers in Behavioral Neuroscience

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

(2013) Amir Dezfouli et al.   PLoS Computational Biology

How to set the switches on this thing

(2012) Peter Dayan   CURRENT OPINION IN NEUROBIOLOGY

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

Neural Correlates of Forward Planning in a Spatial Decision Task in Humans

(2011) D. A. Simon et al.   JOURNAL OF NEUROSCIENCE

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

(2011) Nathaniel D. Daw et al.   NEURON

The cultural niche: Why social learning is essential for human adaptation

(2011) R. Boyd et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The Neural Basis of Following Advice

(2011) Guido Biele et al.   PLOS BIOLOGY

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

(2010) Jan Gläscher et al.   NEURON

The cognitive niche: Coevolution of intelligence, sociality, and language

(2010) S. Pinker   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Instructional control of reinforcement learning: A behavioral and neurocomputational investigation

(2009) Bradley B. Doll et al.   BRAIN RESEARCH

Bayesian model selection for group studies

(2009) Klaas Enno Stephan et al.   NEUROIMAGE

Habits, Rituals, and the Evaluative Brain

(2008) Ann M. Graybiel   Annual Review of Neuroscience

Hierarchical models of behavior and prefrontal function

(2008) Matthew M. Botvinick   TRENDS IN COGNITIVE SCIENCES