Model-based hierarchical reinforcement learning and human action control

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

Hierarchical Learning Induces Two Simultaneous, But Separable, Prediction Errors in Human Basal Ganglia

(2013) C. Diuk et al.   JOURNAL OF NEUROSCIENCE

Neural representations of events arise from temporal community structure

(2013) Anna C Schapiro 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

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

(2013) Amir Dezfouli et al.   PLoS Computational Biology

The ubiquity of model-based reinforcement learning

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

Hierarchical reinforcement learning and decision making

(2012) Matthew Michael Botvinick   CURRENT OPINION IN NEUROBIOLOGY

Habits, action sequences and reinforcement learning

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

The Function and Organization of Lateral Prefrontal Cortex: A Test of Competing Hypotheses

(2012) Jeremy R. Reynolds et al.   PLoS One

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

(2012) Alec Solway et al.   PSYCHOLOGICAL REVIEW

Motivation of extended behaviors by anterior cingulate cortex

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

Mechanisms of Hierarchical Reinforcement Learning in Corticostriatal Circuits 1: Computational Analysis

(2011) Michael J. Frank et al.   CEREBRAL CORTEX

A Neural Signature of Hierarchical Reinforcement Learning

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

The energetics of motivated cognition: A force-field analysis.

(2011) Arie W. Kruglanski et al.   PSYCHOLOGICAL REVIEW

Autonomous Learning of High-Level States and Actions in Continuous Environments

(2011) Jonathan Mugan et al.   IEEE Transactions on Autonomous Mental Development

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

(2010) Jan Gläscher et al.   NEURON

Dopamine in Motivational Control: Rewarding, Aversive, and Alerting

(2010) Ethan S. Bromberg-Martin et al.   NEURON

Genetic Programming for Reward Function Search

(2010) Scott Niekum et al.   IEEE Transactions on Autonomous Mental Development

Evidence of Action Sequence Chunking in Goal-Directed Instrumental Conditioning and Its Dependence on the Dorsomedial Prefrontal Cortex

(2009) S. B. Ostlund et al.   JOURNAL OF NEUROSCIENCE

Cognitive control, hierarchy, and the rostro–caudal organization of the frontal lobes

(2008) David Badre   TRENDS IN COGNITIVE SCIENCES