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Anterior cingulate cortex represents action-state predictions and causally mediates model-based reinforcement learning in a two-step decision task

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Cytoarchitecture of mouse and rat cingulate cortex with human homologies
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Learning latent structure: carving nature at its joints
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Goal-oriented and habitual decisions: Neural signatures of model-based and model-free learning
inferredcites →https://doi.org/10.1016/j.neuron.2010.03.033openalex-snapshot
Distinct Roles of Rodent Orbitofrontal and Medial Prefrontal Cortex in Decision Making
inferredcites →https://doi.org/10.1016/j.neuron.2011.02.027openalex-snapshot
Model-Based Influences on Humans' Choices and Striatal Prediction Errors
inferredcites →https://doi.org/10.1016/j.neuron.2012.03.042openalex-snapshot
Dopamine Enhances Model-Based over Model-Free Choice Behavior
inferredcites →https://doi.org/10.1016/j.neuron.2013.08.009openalex-snapshot
Disruption of Dorsolateral Prefrontal Cortex Decreases Model-Based in Favor of Model-free Control in Humans
inferredcites →https://doi.org/10.1016/j.neuron.2013.09.007openalex-snapshot
Goals and Habits in the Brain
inferredcites →https://doi.org/10.1016/j.neuron.2013.10.018openalex-snapshot
Autonomous Mechanism of Internal Choice Estimate Underlies Decision Inertia
inferredcites →https://doi.org/10.1016/j.neuron.2013.11.028openalex-snapshot
Neural Computations Underlying Arbitration between Model-Based and Model-free Learning
inferredcites →https://doi.org/10.1016/s0028-3908(98)00033-1openalex-snapshot
Goal-directed instrumental action: contingency and incentive learning and their cortical substrates
inferredcites →https://doi.org/10.1037/rev0000120openalex-snapshot
Habits without values.
inferredcites →https://doi.org/10.1038/mp.2014.44openalex-snapshot
Disorders of compulsivity: a common bias towards learning habits
inferredcites →https://doi.org/10.1038/nature13186openalex-snapshot
A mesoscale connectome of the mouse brain
inferredcites →https://doi.org/10.1038/nmeth.1694openalex-snapshot
Miniaturized integration of a fluorescence microscope
inferredcites →https://doi.org/10.1038/nn.2961openalex-snapshot
Double dissociation of value computations in orbitofrontal and anterior cingulate neurons
inferredcites →https://doi.org/10.1038/nn.3981openalex-snapshot
Model-based choices involve prospective neural activity
inferredcites →https://doi.org/10.1038/nn.4332openalex-snapshot
The mouse cortico-striatal projectome
inferredcites →https://doi.org/10.1038/nn.4613openalex-snapshot
Dorsal hippocampus contributes to model-based planning
inferredcites →https://doi.org/10.1038/nn1560openalex-snapshot
Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
inferredcites →https://doi.org/10.1038/nn1724openalex-snapshot
Optimal decision making and the anterior cingulate cortex
inferredcites →https://doi.org/10.1038/nn1756openalex-snapshot
Separate neural pathways process different decision costs
inferredcites →https://doi.org/10.1038/nn2066openalex-snapshot
Choice, uncertainty and value in prefrontal and cingulate cortex
inferredcites →https://doi.org/10.1038/s41467-019-13889-6openalex-snapshot
PHD1 controls muscle mTORC1 in a hydroxylation-independent manner by stabilizing leucyl tRNA synthetase
inferredcites →https://doi.org/10.1073/pnas.1305373110openalex-snapshot
Dissociable effects of surprise and model update in parietal and anterior cingulate cortex
inferredcites →https://doi.org/10.1073/pnas.1821647116openalex-snapshot
Credit assignment to state-independent task representations and its relationship with model-based decision making
inferredcites →https://doi.org/10.1101/061481openalex-snapshot
Kilosort: realtime spike-sorting for extracellular electrophysiology with hundreds of channels
inferredcites →https://doi.org/10.1101/718106openalex-snapshot
Neural signatures of model-free learning when avoiding harm to self and other
inferredcites →https://doi.org/10.1109/tnn.1998.712192openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1111/j.1460-9568.2005.04218.xopenalex-snapshot
The role of the dorsomedial striatum in instrumental conditioning
inferredcites →https://doi.org/10.1111/j.1460-9568.2005.04219.xopenalex-snapshot
Blockade of NMDA receptors in the dorsomedial striatum prevents action–outcome learning in instrumental conditioning
inferredcites →https://doi.org/10.1111/j.1460-9568.2012.08073.xopenalex-snapshot
Different dorsal striatum circuits mediate action discrimination and action generalization
inferredcites →https://doi.org/10.1111/j.2517-6161.1995.tb02031.xopenalex-snapshot
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
inferredcites →https://doi.org/10.1126/science.1084204openalex-snapshot
Neuronal Correlates of Goal-Based Motor Selection in the Prefrontal Cortex
inferredcites →https://doi.org/10.1126/science.1087847openalex-snapshot
Performance Monitoring by the Anterior Cingulate Cortex During Saccade Countermanding
inferredcites →https://doi.org/10.1126/science.1226518openalex-snapshot
Network Resets in Medial Prefrontal Cortex Mark the Onset of Behavioral Uncertainty
inferredcites →https://doi.org/10.1152/jn.00634.2002openalex-snapshot
The Anterior Cingulate and Reward-Guided Selection of Actions
inferredcites →https://doi.org/10.1152/jn.90629.2008openalex-snapshot
The Relative Influences of Priors and Sensory Evidence on an Oculomotor Decision Variable During Perceptual Learning
inferredcites →https://doi.org/10.1159/000362840openalex-snapshot
Model-Based and Model-Free Decisions in Alcohol Dependence
inferredcites →https://doi.org/10.1177/0956797612463080openalex-snapshot
The Curse of Planning
inferredcites →https://doi.org/10.1371/journal.pcbi.1002028openalex-snapshot
Disentangling the Roles of Approach, Activation and Valence in Instrumental and Pavlovian Responding
inferredcites →https://doi.org/10.1371/journal.pcbi.1002055openalex-snapshot
Speed/Accuracy Trade-Off between the Habitual and the Goal-Directed Processes
inferredcites →https://doi.org/10.1371/journal.pcbi.1002410openalex-snapshot
Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees
inferredcites →https://doi.org/10.1371/journal.pcbi.1004463openalex-snapshot
Model-Based Reasoning in Humans Becomes Automatic with Training
inferredcites →https://doi.org/10.1371/journal.pcbi.1004648openalex-snapshot
Simple Plans or Sophisticated Habits? State, Transition and Learning Interactions in the Two-Step Task
inferredcites →https://doi.org/10.1371/journal.pcbi.1005090openalex-snapshot
When Does Model-Based Control Pay Off?
inferredcites →https://doi.org/10.1371/journal.pcbi.1005768openalex-snapshot
Predictive representations can link model-based reinforcement learning to model-free mechanisms
inferredcites →https://doi.org/10.1371/journal.pcbi.1007334openalex-snapshot
Learning the structure of the world: The adaptive nature of state-space and action representations in multi-stage decision-making
inferredcites →https://doi.org/10.1371/journal.pcbi.1007944openalex-snapshot
Combined model-free and model-sensitive reinforcement learning in non-human primates
inferredcites →https://doi.org/10.1523/jneurosci.1901-15.2016openalex-snapshot
Variability in Dopamine Genes Dissociates Model-Based and Model-Free Reinforcement Learning
inferredcites →https://doi.org/10.1523/jneurosci.1962-14.2015openalex-snapshot
Distinct Neural Representation in the Dorsolateral, Dorsomedial, and Ventral Parts of the Striatum during Fixed- and Free-Choice Tasks
inferredcites →https://doi.org/10.1523/jneurosci.2219-18.2018openalex-snapshot
Neurochemical and Behavioral Dissections of Decision-Making in a Rodent Multistage Task
inferredcites →https://doi.org/10.1523/jneurosci.23-16-06475.2003openalex-snapshot
Functional Specialization within Medial Frontal Cortex of the Anterior Cingulate for Evaluating Effort-Related Decisions
inferredcites →https://doi.org/10.1523/jneurosci.3541-08.2008openalex-snapshot
Frontal Cortex Subregions Play Distinct Roles in Choices between Actions and Stimuli
inferredcites →https://doi.org/10.1523/jneurosci.3864-11.2012openalex-snapshot
Neuronal Encoding of Subjective Value in Dorsal and Ventral Anterior Cingulate Cortex
inferredcites →https://doi.org/10.1523/jneurosci.4647-10.2011openalex-snapshot
Neural Correlates of Forward Planning in a Spatial Decision Task in Humans
inferredcites →https://doi.org/10.1523/jneurosci.6157-08.2009openalex-snapshot
Validation of Decision-Making Models and Analysis of Decision Variables in the Rat Basal Ganglia
inferredcites →https://doi.org/10.3389/fnint.2018.00030openalex-snapshot
Deliberation and Procedural Automation on a Two-Step Task for Rats
inferredcites →https://doi.org/10.5962/bhl.title.55072openalex-snapshot
Animal intelligence; experimental studies
inferredcites →https://doi.org/10.7554/elife.11305openalex-snapshot
Characterizing a psychiatric symptom dimension related to deficits in goal-directed control
inferredcites →https://doi.org/10.7554/elife.28728openalex-snapshot
Efficient and accurate extraction of in vivo calcium signals from microendoscopic video data

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/jnr.24594openalex-snapshot
The two‐step task, avoidance, and OCD
inferred← citeshttps://doi.org/10.1007/7854_2020_196openalex-snapshot
Animal Models for OCD Research
inferred← citeshttps://doi.org/10.1007/s40429-020-00333-9openalex-snapshot
Instrumental and Pavlovian Mechanisms in Alcohol Use Disorder
inferred← citeshttps://doi.org/10.1016/bs.irn.2020.12.001openalex-snapshot
Dynamic decision making and value computations in medial frontal cortex
inferred← citeshttps://doi.org/10.1037/rev0000120openalex-snapshot
Habits without values.
inferred← citeshttps://doi.org/10.1038/s41467-019-12725-1openalex-snapshot
Contributions of anterior cingulate cortex and basolateral amygdala to decision confidence and learning under uncertainty
inferred← citeshttps://doi.org/10.1038/s41562-022-01346-2openalex-snapshot
Explicit knowledge of task structure is a primary determinant of human model-based action
inferred← citeshttps://doi.org/10.1101/245720openalex-snapshot
Value Representations in the Rodent Orbitofrontal Cortex Drive Learning, not Choice
inferred← citeshttps://doi.org/10.1101/792069openalex-snapshot
Chemogenetic modulation and single-photon calcium imaging in anterior cingulate cortex reveal a mechanism for effort-based decisions
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1007334openalex-snapshot
Learning the structure of the world: The adaptive nature of state-space and action representations in multi-stage decision-making
inferred← citeshttps://doi.org/10.1523/jneurosci.2548-19.2020openalex-snapshot
Chemogenetic Modulation and Single-Photon Calcium Imaging in Anterior Cingulate Cortex Reveal a Mechanism for Effort-Based Decisions
inferred← citeshttps://doi.org/10.31234/osf.io/3df8yopenalex-snapshot
The best laid plans: Computational principles of ACC
inferred← citeshttps://doi.org/10.31234/osf.io/kv86mopenalex-snapshot
Multi-Step Planning in the Brain
inferred← citeshttps://doi.org/10.31234/osf.io/qm3gpopenalex-snapshot
Do model-based and model-free reinforcement learning correspond to goal-directed and habitual actions, respectively? A systematic review.
inferred← citeshttps://doi.org/10.3410/f.734918397.793583295openalex-snapshot
Faculty Opinions recommendation of Habits without values.
inferred← citeshttps://doi.org/10.7554/elife.56911openalex-snapshot
The roles of online and offline replay in planning
inferred← citeshttps://doi.org/10.7554/elife.64575openalex-snapshot
Value representations in the rodent orbitofrontal cortex drive learning, not choice
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