The algorithmic anatomy of model-based evaluation

The intrinsic cost of cognitive control

(2014) Wouter Kool et al.   BEHAVIORAL AND BRAIN SCIENCES

Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation

(2014) Peter Dayan et al.   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

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

Instant Transformation of Learned Repulsion into Motivational “Wanting”

(2013) Mike J.F. Robinson et al.   CURRENT BIOLOGY

The Role of the Amygdala-Striatal Pathway in the Acquisition and Performance of Goal-Directed Instrumental Actions

(2013) L. H. Corbit et al.   JOURNAL OF NEUROSCIENCE

Hippocampal place-cell sequences depict future paths to remembered goals

(2013) Brad E. Pfeiffer et al.   NATURE

A causal link between prediction errors, dopamine neurons and learning

(2013) Elizabeth E Steinberg et al.   NATURE NEUROSCIENCE

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

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

The ubiquity of model-based reinforcement learning

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

Model-based learning and the contribution of the orbitofrontal cortex to the model-free world

(2012) Michael A. McDannald et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Habits, action sequences and reinforcement learning

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

Neural Correlates of Specific and General Pavlovian-to-Instrumental Transfer within Human Amygdalar Subregions: A High-Resolution fMRI Study

(2012) C. Prevost et al.   JOURNAL OF NEUROSCIENCE

Corticostriatal Connectivity Underlies Individual Differences in the Balance between Habitual and Goal-Directed Action Control

(2012) S. de Wit et al.   JOURNAL OF NEUROSCIENCE

Mapping value based planning and extensively trained choice in the human brain

(2012) Klaus Wunderlich et al.   NATURE NEUROSCIENCE

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

(2012) Alec Solway et al.   PSYCHOLOGICAL REVIEW

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

Neural Correlates of Instrumental Contingency Learning: Differential Effects of Action-Reward Conjunction and Disjunction

(2011) M. Liljeholm et al.   JOURNAL OF NEUROSCIENCE

Ventral Striatum and Orbitofrontal Cortex Are Both Required for Model-Based, But Not Model-Free, Reinforcement Learning

(2011) M. A. McDannald et al.   JOURNAL OF NEUROSCIENCE

Expectancy-related changes in firing of dopamine neurons depend on orbitofrontal cortex

(2011) Yuji K Takahashi et al.   NATURE NEUROSCIENCE

Parallel associative processing in the dorsal striatum: Segregation of stimulus–response and cognitive control subregions

(2011) Bryan D. Devan et al.   NEUROBIOLOGY OF LEARNING AND MEMORY

NMDA Receptors in Dopaminergic Neurons Are Crucial for Habit Learning

(2011) Lei Phillip Wang et al.   NEURON

A Neural Signature of Hierarchical Reinforcement Learning

(2011) José J.F. Ribas-Fernandes et al.   NEURON

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

Evidence for Model-Based Action Planning in a Sequential Finger Movement Task

(2010) Alan Fermin et al.   JOURNAL OF MOTOR BEHAVIOR

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

(2010) Jan Gläscher et al.   NEURON

Differential Dynamics of Activity Changes in Dorsolateral and Dorsomedial Striatal Loops during Learning

(2010) Catherine A. Thorn et al.   NEURON

Instructional control of reinforcement learning: A behavioral and neurocomputational investigation

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

A specific role for posterior dorsolateral striatum in human habit learning

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

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

(2009) Bernard W Balleine et al.   NEUROPSYCHOPHARMACOLOGY

Rational adaptation under task and processing constraints: Implications for testing theories of cognition and action.

(2009) Andrew Howes et al.   PSYCHOLOGICAL REVIEW

Hippocampus Leads Ventral Striatum in Replay of Place-Reward Information

(2009) Carien S. Lansink et al.   PLOS BIOLOGY

Reward-guided learning beyond dopamine in the nucleus accumbens: the integrative functions of cortico-basal ganglia networks

(2008) Henry H. Yin et al.   EUROPEAN JOURNAL OF NEUROSCIENCE