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Better Than Maximum Likelihood Estimation of Model-Based And Model-Free Learning Style

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What this work says

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

inferredcites →https://doi.org/10.1007/s00213-013-3313-4openalex-snapshot

Differential, but not opponent, effects of l-DOPA and citalopram on action learning with reward and punishment

inferredcites →https://doi.org/10.1016/j.biopsych.2017.05.017openalex-snapshot

Interactions Among Working Memory, Reinforcement Learning, and Effort in Value-Based Choice: A New Paradigm and Selective Deficits in Schizophrenia

inferredcites →https://doi.org/10.1016/j.cobeha.2016.02.001openalex-snapshot

Challenges and promises for translating computational tools into clinical practice

inferredcites →https://doi.org/10.1016/j.cobeha.2017.08.011openalex-snapshot

What are habits and do they depend on the striatum? A view from the study of neuropsychological populations

inferredcites →https://doi.org/10.1016/j.cortex.2016.12.018openalex-snapshot

Distinct cortico-striatal connections with subthalamic nucleus underlie facets of compulsivity

inferredcites →https://doi.org/10.1016/j.jmp.2016.03.007openalex-snapshot

How hierarchical models improve point estimates of model parameters at the individual level

inferredcites →https://doi.org/10.1016/j.jmp.2019.03.007openalex-snapshot

Biases in estimating the balance between model-free and model-based learning systems due to model misspecification

inferredcites →https://doi.org/10.1016/j.neucom.2013.02.061openalex-snapshot

Reinforcement learning and dopamine in the striatum: A modeling perspective

inferredcites →https://doi.org/10.1016/j.neuroimage.2018.10.075openalex-snapshot

L-DOPA reduces model-free control of behavior by attenuating the transfer of value to action

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.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.neuropharm.2013.05.033openalex-snapshot

Transition from ‘model-based’ to ‘model-free’ behavioral control in addiction: Involvement of the orbitofrontal cortex and dorsolateral striatum

inferredcites →https://doi.org/10.1016/j.tics.2011.11.018openalex-snapshot

Computational psychiatry

inferredcites →https://doi.org/10.1037/abn0000164openalex-snapshot

Reduced model-based decision-making in schizophrenia.

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/ncomms12438openalex-snapshot

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

inferredcites →https://doi.org/10.1038/nn.3981openalex-snapshot

Model-based choices involve prospective neural activity

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/nn1579openalex-snapshot

Neural systems of reinforcement for drug addiction: from actions to habits to compulsion

inferredcites →https://doi.org/10.1073/pnas.1312011110openalex-snapshot

Working-memory capacity protects model-based learning from stress

inferredcites →https://doi.org/10.1073/pnas.1506367112openalex-snapshot

Habitual control of goal selection in humans

inferredcites →https://doi.org/10.1073/pnas.1518488112openalex-snapshot

Of goals and habits

inferredcites →https://doi.org/10.1073/pnas.1609094113openalex-snapshot

Adaptive integration of habits into depth-limited planning defines a habitual-goal–directed spectrum

inferredcites →https://doi.org/10.1080/07474938.2017.1307904openalex-snapshot

Nonparametric Knn estimation with monotone constraints

inferredcites →https://doi.org/10.1098/rstb.2013.0475openalex-snapshot

Goal-directed learning and obsessive–compulsive disorder

inferredcites →https://doi.org/10.1101/096339openalex-snapshot

Identifying Model-Based and Model-Free Patterns in Behavior on Multi-Step Tasks

inferredcites →https://doi.org/10.1109/tit.1968.1054098openalex-snapshot

Estimation by the nearest neighbor rule

inferredcites →https://doi.org/10.1109/tsmc.1976.5408784openalex-snapshot

The Distance-Weighted k-Nearest-Neighbor Rule

inferredcites →https://doi.org/10.1159/000362840openalex-snapshot

Model-Based and Model-Free Decisions in Alcohol Dependence

inferredcites →https://doi.org/10.1162/jocn.2010.21514openalex-snapshot

Habitual versus Goal-directed Action Control in Parkinson Disease

inferredcites →https://doi.org/10.1176/appi.ajp.2011.10071062openalex-snapshot

Disruption in the Balance Between Goal-Directed Behavior and Habit Learning in Obsessive-Compulsive Disorder

inferredcites →https://doi.org/10.1177/0956797617708288openalex-snapshot

Cost-Benefit Arbitration Between Multiple Reinforcement-Learning Systems

inferredcites →https://doi.org/10.1214/16-sts589openalex-snapshot

Model-Assisted Survey Estimation with Modern Prediction Techniques

inferredcites →https://doi.org/10.1371/journal.pcbi.1003364openalex-snapshot

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

inferredcites →https://doi.org/10.1371/journal.pcbi.1004237openalex-snapshot

Is Model Fitting Necessary for Model-Based fMRI?

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.1004721openalex-snapshot

Investigating the Consequences of Interference between Multiple CD8+ T Cell Escape Mutations in Early HIV Infection

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.1006803openalex-snapshot

Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling

inferredcites →https://doi.org/10.3389/fnins.2013.00253openalex-snapshot

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

inferredcites →https://doi.org/10.3389/fpsyg.2014.01450openalex-snapshot

Processing speed enhances model-based over model-free reinforcement learning in the presence of high working memory functioning

inferredcites →https://doi.org/10.3758/bf03194544openalex-snapshot

The psychometric function: I. Fitting, sampling, and goodness of fit

inferredcites →https://doi.org/10.3758/s13415-015-0347-6openalex-snapshot

Model-based learning protects against forming habits

inferredcites →https://doi.org/10.3758/s13415-017-0511-2openalex-snapshot

A simple computational algorithm of model-based choice preference

inferredcites →https://doi.org/10.7554/elife.11305openalex-snapshot

Characterizing a psychiatric symptom dimension related to deficits in goal-directed control

What points at this work

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

inferred← citeshttps://doi.org/10.1016/j.brainresbull.2026.112108openalex-snapshot

Deformed probability estimation in the goal-directed reinforcement learning model explains anxious-depression dimension of psychiatric disorders

inferred← citeshttps://doi.org/10.1016/j.celrep.2022.111275openalex-snapshot

Memory trace imbalance in reinforcement and punishment systems can reinforce implicit choices leading to obsessive-compulsive behavior

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