Why and how the brain weights contributions from a mixture of experts

A Neuro-computational Account of Arbitration between Choice Imitation and Goal Emulation during Human Observational Learning

(2020) Caroline J. Charpentier et al.   NEURON

Goal-oriented and habitual decisions: Neural signatures of model-based and model-free learning

(2020) Yi Huang et al.   NEUROIMAGE

Neurostimulation Reveals Context-Dependent Arbitration Between Model-Based and Model-Free Reinforcement Learning

(2019) Sebastian Weissengruber et al.   CEREBRAL CORTEX

Decision-making in brains and robots — the case for an interdisciplinary approach

(2019) Sang Wan Lee et al.   Current Opinion in Behavioral Sciences

Task complexity interacts with state-space uncertainty in the arbitration between model-based and model-free learning

(2019) Dongjae Kim et al.   Nature Communications

Controllability governs the balance between Pavlovian and instrumental action selection

(2019) Hayley M. Dorfman et al.   Nature Communications

Heuristic and optimal policy computations in the human brain during sequential decision-making

(2018) Christoph W. Korn et al.   Nature Communications

Causal role of the inferolateral prefrontal cortex in balancing goal-directed and habitual control of behavior

(2018) Mario Bogdanov et al.   Scientific Reports

From Brain Maps to Cognitive Ontologies: Informatics and the Search for Mental Structure

(2016) Russell A. Poldrack et al.   Annual Review of Psychology

Model-based choices involve prospective neural activity

(2015) Bradley B Doll et al.   NATURE NEUROSCIENCE

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

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

Changes in corticostriatal connectivity during reinforcement learning in humans

(2014) Guillermo Horga et al.   HUMAN BRAIN MAPPING

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

(2014) Sang Wan Lee et al.   NEURON

Inhibition and the right inferior frontal cortex: one decade on

(2014) Adam R. Aron et al.   TRENDS IN COGNITIVE SCIENCES

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

(2013) Amitai Shenhav et al.   NEURON

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

(2012) Klaus Wunderlich et al.   NATURE NEUROSCIENCE

Twenty Years of Mixture of Experts

(2012) S. E. Yuksel et al.   IEEE Transactions on Neural Networks and Learning Systems

Human Dorsal Striatum Encodes Prediction Errors during Observational Learning of Instrumental Actions

(2011) Jeffrey C. Cooper et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

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

(2011) Ulrik R. Beierholm et al.   NEUROIMAGE

Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings

(2011) Elise Payzan-LeNestour et al.   PLoS Computational Biology

The free-energy principle: a unified brain theory?

(2010) Karl Friston   NATURE REVIEWS NEUROSCIENCE

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

(2009) Bernard W Balleine et al.   NEUROPSYCHOPHARMACOLOGY