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

https://doi.org/10.1101/096339
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What this work says

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

inferredcites →https://doi.org/10.1016/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.psyneuen.2014.12.017openalex-snapshot
The interaction of acute and chronic stress impairs model-based behavioral control
inferredcites →https://doi.org/10.1037/h0061626openalex-snapshot
Cognitive maps in rats and men.
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/mp.2015.46openalex-snapshot
Valence-dependent influence of serotonin depletion on model-based choice strategy
inferredcites →https://doi.org/10.1038/nn.3981openalex-snapshot
Model-based choices involve prospective neural activity
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.1417219112openalex-snapshot
Ventral striatal dopamine reflects behavioral and neural signatures of model-based control during sequential decision making
inferredcites →https://doi.org/10.1080/14640748108400816openalex-snapshot
Instrumental Responding following Reinforcer Devaluation
inferredcites →https://doi.org/10.1108/k.1998.27.9.1093.3openalex-snapshot
Reinforcement Learning:
inferredcites →https://doi.org/10.1159/000362840openalex-snapshot
Model-Based and Model-Free Decisions in Alcohol Dependence
inferredcites →https://doi.org/10.1162/jocn_a_00709openalex-snapshot
Cognitive Control Predicts Use of Model-based Reinforcement Learning
inferredcites →https://doi.org/10.1162/jocn_a_00945openalex-snapshot
Don't Think, Just Feel the Music: Individuals with Strong Pavlovian-to-Instrumental Transfer Effects Rely Less on Model-based Reinforcement Learning
inferredcites →https://doi.org/10.1177/0956797612463080openalex-snapshot
The Curse of Planning
inferredcites →https://doi.org/10.1201/9780429258411openalex-snapshot
Bayesian Data Analysis
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/10.18637/jss.v076.i01openalex-snapshot
Stan : A Probabilistic Programming Language
inferredcites →https://doi.org/10.1901/jeab.2005.110-04openalex-snapshot
DYNAMIC RESPONSE-BY-RESPONSE MODELS OF MATCHING BEHAVIOR IN RHESUS MONKEYS
inferredcites →https://doi.org/10.3389/fnhum.2013.00525openalex-snapshot
Extraversion differentiates between model-based and model-free strategies in a reinforcement learning task
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/s13415-015-0347-6openalex-snapshot
Model-based learning protects against forming habits

What points at this work

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

inferred← citeshttps://doi.org/10.1007/s40692-018-0119-8openalex-snapshot
Chain of command in autonomous cooperative agents for battles in real-time strategy games
inferred← citeshttps://doi.org/10.1016/j.neuropharm.2026.110860openalex-snapshot
Fentanyl reinforcement history has sex-specific effects on multi-step decision-making
inferred← citeshttps://doi.org/10.1038/nn.4613openalex-snapshot
Dorsal hippocampus contributes to model-based planning
inferred← citeshttps://doi.org/10.1038/s41598-022-21766-4openalex-snapshot
Active inference and the two-step task
inferred← citeshttps://doi.org/10.1101/096594openalex-snapshot
Dorsal hippocampus contributes to model-based planning
inferred← citeshttps://doi.org/10.1101/2024.02.28.582617openalex-snapshot
Dynamic reinforcement learning reveals time-dependent shifts in strategy during reward learning
inferred← citeshttps://doi.org/10.1101/245720openalex-snapshot
Value Representations in the Rodent Orbitofrontal Cortex Drive Learning, not Choice
inferred← citeshttps://doi.org/10.1101/296335openalex-snapshot
Better Than Maximum Likelihood Estimation of Model-Based And Model-Free Learning Style
inferred← citeshttps://doi.org/10.1101/348250openalex-snapshot
Characteristic impairments of goal-directed and habitual control in bulimia nervosa
inferred← citeshttps://doi.org/10.1101/650556openalex-snapshot
Higher Meta-cognitive Ability Predicts Less Reliance on Over Confident Habitual Learning System
inferred← citeshttps://doi.org/10.1109/vs-games.2017.8055809openalex-snapshot
Swarm intelligence for autonomous cooperative agents in battles for real-time strategy games
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1012383openalex-snapshot
Understanding dual process cognition via the minimum description length principle
inferred← citeshttps://doi.org/10.1371/journal.pone.0195328openalex-snapshot
A note on the analysis of two-stage task results: How changes in task structure affect what model-free and model-based strategies predict about the effects of reward and transition on the stay probability
inferred← citeshttps://doi.org/10.31234/osf.io/prq42openalex-snapshot
The effects of directed and free self-monitoring on goal-directed and habitual decision-making
inferred← citeshttps://doi.org/10.32598/bcn.2024.5883.1openalex-snapshot
Better than Maximum Likelihood Estimation of Model-based and Model-free Learning Styles
inferred← citeshttps://doi.org/10.7554/elife.64575openalex-snapshot
Value representations in the rodent orbitofrontal cortex drive learning, not choice
inferred← citeshttps://doi.org/10.7554/elife.97612.1openalex-snapshot
Dynamic reinforcement learning reveals time-dependent shifts in strategy during reward learning
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