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The role of training variability for model-based and model-free learning of an arbitrary visuomotor mapping.
- Published in:
- PLoS Computational Biology, 2024, v. 20, n. 9, p. 1, doi. 10.1371/journal.pcbi.1012471
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- Article
Uncertainty alters the balance between incremental learning and episodic memory.
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- eLife, 2023, p. 1, doi. 10.7554/eLife.81679
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- Article
Fast rule switching and slow rule updating in a perceptual categorization task.
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- eLife, 2022, p. 1, doi. 10.7554/eLife.82531
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- Publication type:
- Article
Reinforcement Learning Signals in the Human Striatum Distinguish Learners from Nonlearners during Reward-Based Decision Making.
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- Journal of Neuroscience, 2007, v. 27, n. 47, p. 12860, doi. 10.1523/JNEUROSCI.2496-07.2007
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- Article
Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning.
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- PLoS Computational Biology, 2023, v. 19, n. 8, p. 1, doi. 10.1371/journal.pcbi.1011316
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- Article
Humans decompose tasks by trading off utility and computational cost.
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- PLoS Computational Biology, 2023, v. 19, n. 6, p. 1, doi. 10.1371/journal.pcbi.1011087
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- Article
The expanding role of dopamine.
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- 2016
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- Publication type:
- Opinion
Characterizing a psychiatric symptom dimension related to deficits in goal-directed control.
- Published in:
- eLife, 2016, p. 1, doi. 10.7554/eLife.11305
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- Publication type:
- Article
Biased belief updating and suboptimal choice in foraging decisions.
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- Nature Communications, 2020, v. 11, n. 1, p. 1, doi. 10.1038/s41467-020-16964-5
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- Article
Sympathetic involvement in time-constrained sequential foraging.
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- Cognitive, Affective & Behavioral Neuroscience, 2020, v. 20, n. 4, p. 730, doi. 10.3758/s13415-020-00799-0
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- Article
Human representation of visuo-motor uncertainty as mixtures of orthogonal basis distributions.
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- Nature Neuroscience, 2015, v. 18, n. 8, p. 1152, doi. 10.1038/nn.4055
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- Article
Model-based choices involve prospective neural activity.
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- Nature Neuroscience, 2015, v. 18, n. 5, p. 767, doi. 10.1038/nn.3981
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- Article
Differential roles of human striatum and amygdala in associative learning.
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- Nature Neuroscience, 2011, v. 14, n. 10, p. 1250, doi. 10.1038/nn.2904
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- Article
A closer look at choice.
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- Nature Neuroscience, 2010, v. 13, n. 10, p. 1153, doi. 10.1038/nn1010-1153
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- Article
Dopamine: at the intersection of reward and action.
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- Nature Neuroscience, 2007, v. 10, n. 12, p. 1505, doi. 10.1038/nn1207-1505
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- Article
Choice values.
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- Nature Neuroscience, 2006, v. 9, n. 8, p. 987, doi. 10.1038/nn0806-987
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- Article
Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control.
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- Nature Neuroscience, 2005, v. 8, n. 12, p. 1704, doi. 10.1038/nn1560
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- Article
Neurocomputational mechanisms of confidence in self and others.
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- Nature Communications, 2022, v. 13, n. 1, p. 1, doi. 10.1038/s41467-022-31674-w
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- Publication type:
- Article
Surprise! Neural correlates of Pearce-Hall and Rescorla-Wagner coexist within the brain.
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- European Journal of Neuroscience, 2012, v. 35, n. 7, p. 1190, doi. 10.1111/j.1460-9568.2011.07986.x
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- Article
Dissociating hippocampal and striatal contributions to sequential prediction learning.
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- European Journal of Neuroscience, 2012, v. 35, n. 7, p. 1011, doi. 10.1111/j.1460-9568.2011.07920.x
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- Publication type:
- Article
Generalization of value in reinforcement learning by humans.
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- European Journal of Neuroscience, 2012, v. 35, n. 7, p. 1092, doi. 10.1111/j.1460-9568.2012.08017.x
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- Publication type:
- Article
Cortical and Hippocampal Correlates of Deliberation during Model-Based Decisions for Rewards in Humans.
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- PLoS Computational Biology, 2013, v. 9, n. 12, p. 1, doi. 10.1371/journal.pcbi.1003387
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- Article
Testing Whether Humans Have an Accurate Model of Their Own Motor Uncertainty in a Speeded Reaching Task
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- PLoS Computational Biology, 2013, v. 9, n. 5, p. 1, doi. 10.1371/journal.pcbi.1003080
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- Article
Grid Cells, Place Cells, and Geodesic Generalization for Spatial Reinforcement Learning.
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- PLoS Computational Biology, 2011, v. 7, n. 10, p. 1, doi. 10.1371/journal.pcbi.1002235
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- Article
Serotonin and Dopamine: Unifying Affective, Activational, and Decision Functions.
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- Neuropsychopharmacology, 2011, v. 36, n. 1, p. 98, doi. 10.1038/npp.2010.121
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- Article
Hierarchical Bayesian inference for concurrent model fitting and comparison for group studies.
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- PLoS Computational Biology, 2019, v. 15, n. 6, p. 1, doi. 10.1371/journal.pcbi.1007043
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- Article
The importance of mixed selectivity in complex cognitive tasks.
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- Nature, 2013, v. 497, n. 7451, p. 585, doi. 10.1038/nature12160
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- Article
Comparison of the Association Between Goal-Directed Planning and Self-reported Compulsivity vs Obsessive-Compulsive Disorder Diagnosis.
- Published in:
- 2020
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- Publication type:
- journal article
A model for learning based on the joint estimation of stochasticity and volatility.
- Published in:
- Nature Communications, 2021, v. 12, n. 1, p. 1, doi. 10.1038/s41467-021-26731-9
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- Publication type:
- Article
Linear reinforcement learning in planning, grid fields, and cognitive control.
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- Nature Communications, 2021, v. 12, n. 1, p. 1, doi. 10.1038/s41467-021-25123-3
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- Article
THE COGNITIVE NEUROSCIENCE OF MOTIVATION AND LEARNING.
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- Social Cognition, 2008, v. 26, n. 5, p. 593, doi. 10.1521/soco.2008.26.5.593
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- Article
Tonic dopamine: opportunity costs and the control of response vigor.
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- Psychopharmacology, 2007, v. 191, n. 3, p. 507, doi. 10.1007/s00213-006-0502-4
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- Article
Reminders of past choices bias decisions for reward in humans.
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- Nature Communications, 2017, v. 8, n. 6, p. 15958, doi. 10.1038/ncomms15958
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- Article
Episodic Memory Encoding Interferes with Reward Learning and Decreases Striatal Prediction Errors.
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- Journal of Neuroscience, 2014, v. 34, n. 45, p. 14901, doi. 10.1523/JNEUROSCI.0204-14.2014
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- Article
The Irrationality of Categorical Perception.
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- Journal of Neuroscience, 2013, v. 33, n. 49, p. 19060, doi. 10.1523/JNEUROSCI.1263-13.2013
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- Article
Dynamic Estimation of Task-Relevant Variance in Movement under Risk.
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- Journal of Neuroscience, 2012, v. 32, n. 37, p. 12702, doi. 10.1523/JNEUROSCI.6160-11.2012
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- Publication type:
- Article
Anterior Prefrontal Cortex Contributes to Action Selection through Tracking of Recent Reward Trends.
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- Journal of Neuroscience, 2012, v. 32, n. 25, p. 8434, doi. 10.1523/JNEUROSCI.5468-11.2012
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- Publication type:
- Article
Serotonin Selectively Modulates Reward Value in Human Decision-Making.
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- Journal of Neuroscience, 2012, v. 32, n. 17, p. 5833, doi. 10.1523/JNEUROSCI.0053-12.2012
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- Article
Neural Correlates of Forward Planning in a Spatial Decision Task in Humans.
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- Journal of Neuroscience, 2011, v. 31, n. 14, p. 5526, doi. 10.1523/JNEUROSCI.4647-10.2011
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- Publication type:
- Article
Signals in Human Striatum Are Appropriate for Policy Update Rather than Value Prediction Signals in Human Striatum Are Appropriate for Policy Update Rather than Value Prediction.
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- Journal of Neuroscience, 2011, v. 31, n. 14, p. 5504, doi. 10.1523/JNEUROSCI.6316-10.2011
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- Publication type:
- Article
Human Reinforcement Learning Subdivides Structured Action Spaces by Learning Effector-Specific Values.
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- Journal of Neuroscience, 2009, v. 29, n. 43, p. 13524, doi. 10.1523/JNEUROSCI.2469-09.2009
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- Publication type:
- Article
Predictive representations can link model-based reinforcement learning to model-free mechanisms.
- Published in:
- PLoS Computational Biology, 2017, v. 13, n. 9, p. 1, doi. 10.1371/journal.pcbi.1005768
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- Article
Suboptimal Criterion Learning in Static and Dynamic Environments.
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- PLoS Computational Biology, 2017, v. 13, n. 1, p. 1, doi. 10.1371/journal.pcbi.1005304
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- Article
Decision theory, reinforcement learning, and the brain.
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- Cognitive, Affective & Behavioral Neuroscience, 2008, v. 8, n. 4, p. 429, doi. 10.3758/CABN.8.4.429
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- Publication type:
- Article
Cognitive Control Predicts Use of Model-based Reinforcement Learning.
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- Journal of Cognitive Neuroscience, 2015, v. 27, n. 2, p. 319, doi. 10.1162/jocn_a_00709
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- Publication type:
- Article
A Dual Role for Prediction Error in Associative Learning.
- Published in:
- Cerebral Cortex, 2009, v. 19, n. 5, p. 1175, doi. 10.1093/cercor/bhn161
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- Article
A distinct inferential mechanism for delusions in schizophrenia.
- Published in:
- 2019
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- Publication type:
- journal article
Dopamine selectively remediates 'model-based' reward learning: a computational approach.
- Published in:
- 2016
- By:
- Publication type:
- journal article
Role of Human Ventromedial Prefrontal Cortex in Learning and Recall of Enhanced Extinction.
- Published in:
- Journal of Neuroscience, 2019, v. 39, n. 17, p. 3264, doi. 10.1523/JNEUROSCI.2713-18.2019
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- Publication type:
- Article
Chronic and Acute Stress Promote Overexploitation in Serial Decision Making.
- Published in:
- Journal of Neuroscience, 2017, v. 37, n. 23, p. 5681, doi. 10.1523/JNEUROSCI.3618-16.2017
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- Publication type:
- Article