Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning

Model-based learning protects against forming habits

(2015) Claire M. Gillan et al.   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

Cognitive Control Predicts Use of Model-based Reinforcement Learning

(2015) A. Ross Otto et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning

(2015) M. J. Frank et al.   JOURNAL OF NEUROSCIENCE

Reinforcement Learning in Multidimensional Environments Relies on Attention Mechanisms

(2015) Y. Niv et al.   JOURNAL OF NEUROSCIENCE

Model-based choices involve prospective neural activity

(2015) Bradley B Doll et al.   NATURE NEUROSCIENCE

Multiple memory systems as substrates for multiple decision systems

(2015) Bradley B. Doll et al.   NEUROBIOLOGY OF LEARNING AND MEMORY

Temporal structure in associative retrieval

(2015) Zeb Kurth-Nelson et al.   eLife

Attention, Reward, and Information Seeking

(2014) J. Gottlieb et al.   JOURNAL OF NEUROSCIENCE

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

(2014) Sang Wan Lee et al.   NEURON

The algorithmic anatomy of model-based evaluation

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

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

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

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

Simultaneous modeling of visual saliency and value computation improves predictions of economic choice

(2013) R. B. Towal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2013) Amir Dezfouli et al.   PLoS Computational Biology

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

(2013) Ben Eppinger et al.   Frontiers in Neuroscience

The ubiquity of model-based reinforcement learning

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

Generalization of value in reinforcement learning by humans

(2012) G. Elliott Wimmer et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Neural Prediction Errors Reveal a Risk-Sensitive Reinforcement-Learning Process in the Human Brain

(2012) Y. Niv et al.   JOURNAL OF NEUROSCIENCE

Robust Representation of Stable Object Values in the Oculomotor Basal Ganglia

(2012) M. Yasuda et al.   JOURNAL OF NEUROSCIENCE

The Successor Representation and Temporal Context

(2012) Samuel J. Gershman et al.   NEURAL COMPUTATION

Attention, Learning, and the Value of Information

(2012) Jacqueline Gottlieb   NEURON

Preference by Association: How Memory Mechanisms in the Hippocampus Bias Decisions

(2012) G. E. Wimmer et al.   SCIENCE

The variable nature of cognitive control: a dual mechanisms framework

(2012) Todd S. Braver   TRENDS IN COGNITIVE SCIENCES

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

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

Separate encoding of model-based and model-free valuations in the human brain

(2011) Ulrik R. Beierholm et al.   NEUROIMAGE

Hedging Your Bets by Learning Reward Correlations in the Human Brain

(2011) Klaus Wunderlich et al.   NEURON

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

(2011) Nathaniel D. Daw et al.   NEURON

Understanding dopamine and reinforcement learning: The dopamine reward prediction error hypothesis

(2011) P. W. Glimcher   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions

(2011) I. Krajbich et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Visual fixations and the computation and comparison of value in simple choice

(2010) Ian Krajbich et al.   NATURE NEUROSCIENCE

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

(2010) Jan Gläscher et al.   NEURON

Reward Modulates Attention Independently of Action Value in Posterior Parietal Cortex

(2009) C. J. Peck et al.   JOURNAL OF NEUROSCIENCE

Integrating Memories in the Human Brain: Hippocampal-Midbrain Encoding of Overlapping Events

(2008) Daphna Shohamy et al.   NEURON