Cognitive Control Predicts Use of Model-based Reinforcement Learning

Anterior Cingulate Cortex Instigates Adaptive Switches in Choice by Integrating Immediate and Delayed Components of Value in Ventromedial Prefrontal Cortex

(2014) M. Economides et al.   JOURNAL OF NEUROSCIENCE

Disorders of compulsivity: a common bias towards learning habits

(2014) V Voon et al.   MOLECULAR PSYCHIATRY

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

(2014) Sang Wan Lee et al.   NEURON

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

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

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

The Expected Value of Control: An Integrative Theory of Anterior Cingulate Cortex Function

(2013) Amitai Shenhav et al.   NEURON

Evaluating Amazon's Mechanical Turk as a Tool for Experimental Behavioral Research

(2013) Matthew J. C. Crump et al.   PLoS One

What Is the Subjective Cost of Cognitive Effort? Load, Trait, and Aging Effects Revealed by Economic Preference

(2013) Andrew Westbrook et al.   PLoS One

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

Of goals and habits: age-related and individual differences in goal-directed decision-making

(2013) Ben Eppinger et al.   Frontiers in Neuroscience

Modulation of Brain Activity during a Stroop Inhibitory Task by the Kind of Cognitive Control Required

(2012) Julien Grandjean et al.   PLoS One

Role of prefrontal cortex and the midbrain dopamine system in working memory updating

(2012) K. D'Ardenne et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Goal-directed decision making as probabilistic inference: A computational framework and potential neural correlates.

(2012) Alec Solway et al.   PSYCHOLOGICAL REVIEW

The variable nature of cognitive control: a dual mechanisms framework

(2012) Todd S. Braver   TRENDS IN COGNITIVE SCIENCES

Motivation of extended behaviors by anterior cingulate cortex

(2012) Clay B. Holroyd et al.   TRENDS IN COGNITIVE SCIENCES

Reasoning, Learning, and Creativity: Frontal Lobe Function and Human Decision-Making

(2012) Anne Collins et al.   PLOS BIOLOGY

Revealing list-level control in the Stroop task by uncovering its benefits and a cost.

(2011) Julie M. Bugg et al.   JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE

Medial prefrontal cortex as an action-outcome predictor

(2011) William H Alexander et al.   NATURE NEUROSCIENCE

Frontal Cortex and Reward-Guided Learning and Decision-Making

(2011) Matthew F.S. Rushworth et al.   NEURON

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

(2011) Nathaniel D. Daw et al.   NEURON

A neurocognitive comparison of cognitive flexibility and response inhibition in gamblers with varying degrees of clinical severity

(2011) B. L. Odlaug et al.   PSYCHOLOGICAL MEDICINE

Optimization of a Goal Maintenance Task for Use in Clinical Applications

(2011) D. Henderson et al.   SCHIZOPHRENIA BULLETIN

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

Rule-based and information-integration category learning in normal aging

(2010) W. Todd Maddox et al.   NEUROPSYCHOLOGIA

Cognitive control of drug craving inhibits brain reward regions in cocaine abusers

(2009) Nora D. Volkow et al.   NEUROIMAGE

Human and Rodent Homologies in Action Control: Corticostriatal Determinants of Goal-Directed and Habitual Action

(2009) Bernard W Balleine et al.   NEUROPSYCHOPHARMACOLOGY

Flexible neural mechanisms of cognitive control within human prefrontal cortex

(2009) T. S. Braver et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Pupillometric and behavioral markers of a developmental shift in the temporal dynamics of cognitive control

(2009) C. H. Chatham et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Self-Control in Decision-Making Involves Modulation of the vmPFC Valuation System

(2009) T. A. Hare et al.   SCIENCE