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References from The structure of reinforcement-learning mechanisms in the human brain. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
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Predictive reward signal of dopamine neurons
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A framework for mesencephalic dopamine systems based on predictive Hebbian learning
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A neural substrate of prediction and reward
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Reinforcement learning signals in the human striatum distinguish learners from nonlearners during reward-based decision making
10.1523/jneurosci.2496-07.2007 · 2007 · External reference
Temporal prediction errors in a passive learning task activate human striatum
10.1016/s0896-6273(03)00154-5 · 2003 · External reference
Neural prediction errors reveal a risk-sensitive reinforcement-learning process in the human brain
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BOLD responses reflecting dopaminergic signals in the human ventral tegmental area
10.1126/science.1150605 · 2008 · External reference
The role of the ventromedial prefrontal cortex in abstract state-based inference during decision making in humans
10.1523/jneurosci.1010-06.2006 · 2006 · External reference
Determining a role for ventromedial prefrontal cortex in encoding action-based value signals during reward-related decision making
10.1093/cercor/bhn098 · 2009 · External reference
How green is the grass on the other side? Frontopolar cortex and the evidence in favor of alternative courses of action
10.1016/j.neuron.2009.05.014 · 2009 · External reference
Model-based reinforcement learning with an approximate,learned model
1996 · External reference
Multiple model-based reinforcement learning
10.1162/089976602753712972 · 2002 · External reference
Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
10.1038/nn1560 · 2005 · External reference
Actions and habits: the development of a behavioural autonomy
10.1098/rstb.1985.0010 · 1985 · External reference
Goal-directed instrumental action: contingency and incentive learning and their cortical substrates
10.1016/s0028-3908(98)00033-1 · 1998 · External reference
Separate encoding of model-based and model-free valuations in the human brain
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Neural computations underlying arbitration between model-based and model-free learning
10.1016/j.neuron.2013.11.028 · 2014 · External reference
States versus rewards: dissociable neural prediction error signals underlying model-based and model-free reinforcement learning
10.1016/j.neuron.2010.04.016 · 2010 · External reference
Neural correlates of the divergence of instrumental probability distributions
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Neural correlates of forward planning in a spatial decision task in humans
10.1523/jneurosci.4647-10.2011 · 2011 · External reference
Mapping value based planning and extensively trained choice in the human brain
10.1038/nn.3068 · 2012 · External reference
Lesions of dorsolateral striatum preserve outcome expectancy but disrupt habit formation in instrumental learning
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A specific role for posterior dorsolateral striatum in human habit learning
10.1111/j.1460-9568.2009.06796.x · 2009 · External reference
The ubiquity of model-based reinforcement learning
10.1016/j.conb.2012.08.003 · 2012 · External reference
Model-based influences on humans’ choices and striatal prediction errors
10.1016/j.neuron.2011.02.027 · 2011 · External reference
Learning latent structure: carving nature at its joints
10.1016/j.conb.2010.02.008 · 2010 · External reference
Active sensing as Bayes-optimal sequential decision-making
2013 · External reference
Reinforcement learning for sensing strategies
2004 · External reference
Vision: are models of object recognition catching up with the brain?
10.1111/nyas.12148 · 2013 · External reference
Decision making as a window on cognition
10.1016/j.neuron.2013.10.047 · 2013 · External reference
Principles of sensorimotor learning
10.1038/nrn3112 · 2011 · External reference
Neurocognitive mechanisms of perception-action coordination: a review and theoretical integration
10.1016/j.neubiorev.2014.05.008 · 2014 · External reference
Dissociating executive functions of the prefrontal cortex
10.1098/rstb.1996.0131 · 1996 · External reference
Effects of different brain lesions on card sorting: the role of the frontal lobes
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The human prefrontal cortex mediates integration of potential causes behind observed outcomes
10.1152/jn.01051.2010 · 2011 · External reference
Inferring relevance in a changing world
2011 · External reference
Novelty signals: a window into hippocampal information processing
10.1016/j.tics.2008.11.004 · 2009 · External reference
Neural representations of events arise from temporal community structure
10.1038/nn.3331 · 2013 · External reference
Transfer in reinforcement learning via shared features
2012 · External reference
Unresolved reference
2013 · External reference
Recent advances in hierarchical reinforcement learning
10.1023/a:1025696116075 · 2003 · External reference
Between MDPs and semi-MDPs: a framework for temporal abstraction in reinforcement learning
10.1016/s0004-3702(99)00052-1 · 1999 · External reference
Hierarchically organized behavior and its neural foundations: a reinforcement learning perspective
10.1016/j.cognition.2008.08.011 · 2009 · External reference
Is the rostro-caudal axis of the frontal lobe hierarchical?
10.1038/nrn2667 · 2009 · External reference
The architecture of cognitive control in the human prefrontal cortex
10.1126/science.1088545 · 2003 · External reference
A neural signature of hierarchical reinforcement learning
10.1016/j.neuron.2011.05.042 · 2011 · External reference
Learning the value of information in an uncertain world
10.1038/nn1954 · 2007 · External reference
How can a Bayesian approach inform neuroscience?
10.1111/j.1460-9568.2012.08010.x · 2012 · External reference
The anatomy of choice: active inference and agency
10.3389/fnhum.2013.00598 · 2013 · External reference
Expected and unexpected uncertainty
2003 · External reference
Risk, unexpected uncertainty, and estimation uncertainty: Bayesian learning in unstable settings
10.1371/journal.pcbi.1001048 · 2011 · External reference
Rostrolateral prefrontal cortex and individual differences in uncertainty-driven exploration
10.1016/j.neuron.2011.12.025 · 2012 · External reference
Do not bet on the unknown versus try to find out more: estimation uncertainty and ‘unexpected uncertainty’ both modulate exploration
10.3389/fnins.2012.00150 · 2012 · External reference
Exploration, novelty, surprise, and free energy minimization
10.3389/fpsyg.2013.00710 · 2013 · External reference
Human cognition, Foundations of human reasoning in the prefrontal cortex
10.1126/science.1252254 · 2014 · External reference
Differentiable contributions of human amygdalar subregions in the computations underlying reward and avoidance learning
10.1111/j.1460-9568.2011.07686.x · 2011 · External reference
The neural representation of unexpected uncertainty during value-based decision making
10.1016/j.neuron.2013.04.037 · 2013 · External reference
Evidence for model-based computations in the human amygdala during Pavlovian conditioning
10.1371/journal.pcbi.1002918 · 2013 · External reference
The dopaminergic midbrain encodes the expected certainty about desired outcomes
2014 · External reference
A model for Pavlovian learning: variations in the effectiveness of conditioned but not of unconditioned stimuli
10.1037/0033-295x.87.6.532 · 1980 · External reference
Adding prediction risk to the theory of reward learning
10.1196/annals.1390.005 · 2007 · External reference
Differential roles of human striatum and amygdala in associative learning
10.1038/nn.2904 · 2011 · External reference
Model-based Bayesian exploration
1999 · External reference
Bayesian Q-learning
1998 · External reference
Attention to action: Willed and automatic control of behavior
1986 · External reference
Intentional control of automatic stimulus-response translation
10.1075/aicr.22.12hom · 2000 · External reference
Habits, action sequences and reinforcement learning
10.1111/j.1460-9568.2012.08050.x · 2012 · External reference
A nonsupervised learning framework of human behavior patterns based on sequential actions
10.1109/tkde.2009.123 · 2010 · External reference
Applying human learning principles to user-centered IoT systems
10.1109/mc.2012.426 · 2013 · External reference