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The Mixed Instrumental Controller: Using Value of Information to Combine Habitual Choice and Mental Simulation
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Fatigue modulates dopamine availability and promotes flexible choice reversals during decision making
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Parallel model-based and model-free reinforcement learning for card sorting performance
inferred← citeshttps://doi.org/10.1038/s41598-026-44610-5openalex-snapshot
Choice-induced preference change under a sequential sampling model framework
inferred← citeshttps://doi.org/10.1038/s42003-023-04500-2openalex-snapshot
Habit formation viewed as structural change in the behavioral network
inferred← citeshttps://doi.org/10.1038/s44271-026-00455-2openalex-snapshot
Context-dependent interaction between goal-directed and habitual control under time pressure
inferred← citeshttps://doi.org/10.1073/pnas.1506367112openalex-snapshot
Habitual control of goal selection in humans
inferred← citeshttps://doi.org/10.1073/pnas.1609094113openalex-snapshot
Adaptive integration of habits into depth-limited planning defines a habitual-goal–directed spectrum
inferred← citeshttps://doi.org/10.1080/17588928.2015.1020053openalex-snapshot
Active inference and epistemic value
inferred← citeshttps://doi.org/10.1093/ijlct/ctag099openalex-snapshot
Research on the driving paths of rural residents’ household waste classification habits based on fuzzy set qualitative comparative analysis
inferred← citeshttps://doi.org/10.1098/rsif.2014.1335openalex-snapshot
Divide et impera : subgoaling reduces the complexity of probabilistic inference and problem solving
inferred← citeshttps://doi.org/10.1098/rsif.2016.0616openalex-snapshot
Active inference and robot control: a case study
inferred← citeshttps://doi.org/10.1098/rsos.241161openalex-snapshot
Adaptive planning depth in human problem-solving
inferred← citeshttps://doi.org/10.1098/rstb.2013.0470openalex-snapshot
The principles of goal-directed decision-making: from neural mechanisms to computation and robotics
inferred← citeshttps://doi.org/10.1098/rstb.2013.0478openalex-snapshot
The algorithmic anatomy of model-based evaluation
inferred← citeshttps://doi.org/10.1098/rstb.2013.0483openalex-snapshot
The why, what, where, when and how of goal-directed choice: neuronal and computational principles
inferred← citeshttps://doi.org/10.1101/179739openalex-snapshot
Addiction beyond pharmacological effects: the role of environment complexity and bounded rationality
inferred← citeshttps://doi.org/10.1101/2021.02.16.431365openalex-snapshot
Simulating homeostatic, allostatic and goal-directed forms of interoceptive control using Active Inference
inferred← citeshttps://doi.org/10.1101/2022.07.15.500254openalex-snapshot
Choice-Induced Preference Change under the Value Refinement Framework
inferred← citeshttps://doi.org/10.1101/2024.09.17.613524openalex-snapshot
A dopaminergic basis of behavioral control
inferred← citeshttps://doi.org/10.1101/2024.09.28.615575openalex-snapshot
Context-Dependent Interaction Between Goal-Directed and Habitual Control Under Time Pressure
inferred← citeshttps://doi.org/10.1101/lm.041780.116openalex-snapshot
Active Inference, epistemic value, and vicarious trial and error
inferred← citeshttps://doi.org/10.1111/ejn.13401openalex-snapshot
Reversal learning strategy in adolescence is associated with prefrontal cortex activation
inferred← citeshttps://doi.org/10.1111/nous.12140openalex-snapshot
Busting Out: Predictive Brains, Embodied Minds, and the Puzzle of the Evidentiary Veil
inferred← citeshttps://doi.org/10.1111/nyas.13329openalex-snapshot
Internally generated hippocampal sequences as a vantage point to probe future‐oriented cognition
inferred← citeshttps://doi.org/10.1146/annurev-psych-010416-044216openalex-snapshot
Learning, Reward, and Decision Making
inferred← citeshttps://doi.org/10.1146/annurev-psych-122414-033417openalex-snapshot
Psychology of Habit
inferred← citeshttps://doi.org/10.1152/jn.00145.2018openalex-snapshot
Hippocampal replays under the scrutiny of reinforcement learning models
inferred← citeshttps://doi.org/10.1152/jn.00236.2025openalex-snapshot
Problem difficulty and expertise modulate planning performance in a virtually embodied task
inferred← citeshttps://doi.org/10.1162/artl_a_00368openalex-snapshot
Machines That Feel and Think: The Role of Affective Feelings and Mental Action in (Artificial) General Intelligence
inferred← citeshttps://doi.org/10.1162/jocn_a_00709openalex-snapshot
Cognitive Control Predicts Use of Model-based Reinforcement Learning
inferred← citeshttps://doi.org/10.1162/jocn_a_00886openalex-snapshot
Prefrontal Goal Codes Emerge as Latent States in Probabilistic Value Learning
inferred← citeshttps://doi.org/10.1162/jocn_a_01170openalex-snapshot
Imaginative Reinforcement Learning: Computational Principles and Neural Mechanisms
inferred← citeshttps://doi.org/10.1162/jocn_a_01263openalex-snapshot
Planning Complexity Registers as a Cost in Metacontrol
inferred← citeshttps://doi.org/10.1162/jocn_a_01808openalex-snapshot
How Working Memory and Reinforcement Learning Are Intertwined: A Cognitive, Neural, and Computational Perspective
inferred← citeshttps://doi.org/10.1162/neco_a_00863openalex-snapshot
Active Inference and Learning in the Cerebellum
inferred← citeshttps://doi.org/10.1162/neco_a_00912openalex-snapshot
Active Inference: A Process Theory
inferred← citeshttps://doi.org/10.1177/0956797617708288openalex-snapshot
Cost-Benefit Arbitration Between Multiple Reinforcement-Learning Systems
inferred← citeshttps://doi.org/10.1177/1059712313488789openalex-snapshot
Mental imagery in the navigation domain: a computational model of sensory-motor simulation mechanisms
inferred← citeshttps://doi.org/10.1177/2398212820975634openalex-snapshot
Reinforcement learning approaches to hippocampus-dependent flexible spatial navigation
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1003383openalex-snapshot
Forward and Backward Inference in Spatial Cognition
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1004110openalex-snapshot
Embodied Choice: How Action Influences Perceptual Decision Making
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1004648openalex-snapshot
Simple Plans or Sophisticated Habits? State, Transition and Learning Interactions in the Two-Step Task
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1004864openalex-snapshot
Problem Solving as Probabilistic Inference with Subgoaling: Explaining Human Successes and Pitfalls in the Tower of Hanoi
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1005090openalex-snapshot
When Does Model-Based Control Pay Off?
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1005768openalex-snapshot
Predictive representations can link model-based reinforcement learning to model-free mechanisms
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1005916openalex-snapshot
Interrupting behaviour: Minimizing decision costs via temporal commitment and low-level interrupts
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1006092openalex-snapshot
Interactions of spatial strategies producing generalization gradient and blocking: A computational approach
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1006316openalex-snapshot
Model-based spatial navigation in the hippocampus-ventral striatum circuit: A computational analysis
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1006370openalex-snapshot
Dorsal anterior cingulate-brainstem ensemble as a reinforcement meta-learner
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1007944openalex-snapshot
Combined model-free and model-sensitive reinforcement learning in non-human primates
inferred← citeshttps://doi.org/10.1371/journal.pone.0111050openalex-snapshot
Accounting for Negative Automaintenance in Pigeons: A Dual Learning Systems Approach and Factored Representations
inferred← citeshttps://doi.org/10.1371/journal.pone.0119710openalex-snapshot
Interindividual Variability in Functional Connectivity as Long-Term Correlate of Temporal Discounting
inferred← citeshttps://doi.org/10.1371/journal.pone.0279841openalex-snapshot
Distinct cortico-striatal compartments drive competition between adaptive and automatized behavior
inferred← citeshttps://doi.org/10.1523/eneuro.0151-18.2018openalex-snapshot
A Multilevel Computational Characterization of Endophenotypes in Addiction
inferred← citeshttps://doi.org/10.15502/9783958573086openalex-snapshot
Embodied Decisions and the Predictive Brain
inferred← citeshttps://doi.org/10.15502/9783958573215openalex-snapshot
Tracing the Roots of Cognition in Predictive Processing
inferred← citeshttps://doi.org/10.31234/osf.io/m87wkopenalex-snapshot
Active Inference and Cognitive Control: Balancing Deliberation and Habits through Precision Optimization
inferred← citeshttps://doi.org/10.31857/s0044467724030061openalex-snapshot
Does the selection of fox for their reactions to humans affect the decision-making during learning?
inferred← citeshttps://doi.org/10.32628/ijsrhss242313openalex-snapshot
Exploring Gender Differentials in Parents’ Perception of Children’s Television Viewing Habit in the Digital Era
inferred← citeshttps://doi.org/10.3389/fnbeh.2013.00135openalex-snapshot
The nucleus accumbens as a nexus between values and goals in goal-directed behavior: a review and a new hypothesis
inferred← citeshttps://doi.org/10.3389/fnbeh.2013.00153openalex-snapshot
The three principles of action: a Pavlovian-instrumental transfer hypothesis
inferred← citeshttps://doi.org/10.3389/fnbeh.2015.00225openalex-snapshot
Modeling choice and reaction time during arbitrary visuomotor learning through the coordination of adaptive working memory and reinforcement learning
inferred← citeshttps://doi.org/10.3389/fnbot.2022.864380openalex-snapshot
Model-Based and Model-Free Replay Mechanisms for Reinforcement Learning in Neurorobotics
inferred← citeshttps://doi.org/10.3389/fncom.2016.00056openalex-snapshot
Scene Construction, Visual Foraging, and Active Inference
inferred← citeshttps://doi.org/10.3389/fncom.2022.1060101openalex-snapshot
Importance of prefrontal meta control in human-like reinforcement learning
inferred← citeshttps://doi.org/10.3389/fnins.2018.00932openalex-snapshot
Quantifying Motor Task Performance by Bounded Rational Decision Theory
inferred← citeshttps://doi.org/10.3389/fnsys.2021.772641openalex-snapshot
Understanding, Explanation, and Active Inference
inferred← citeshttps://doi.org/10.3389/fpsyg.2013.00341openalex-snapshot
Anticipation and the control of voluntary action
inferred← citeshttps://doi.org/10.3389/fpsyg.2017.00408openalex-snapshot
A Goal-Directed Bayesian Framework for Categorization
inferred← citeshttps://doi.org/10.3389/fpsyg.2019.02735openalex-snapshot
Hierarchical Action Control: Adaptive Collaboration Between Actions and Habits
inferred← citeshttps://doi.org/10.3389/fpsyg.2020.00380openalex-snapshot
How Sequential Interactive Processing Within Frontostriatal Loops Supports a Continuum of Habitual to Controlled Processing
inferred← citeshttps://doi.org/10.3389/fspor.2022.1066378openalex-snapshot
The 3Ps: A tool for coach observation
inferred← citeshttps://doi.org/10.3390/brainsci11060803openalex-snapshot
NLM-HS: Navigation Learning Model Based on a Hippocampal–Striatal Circuit for Explaining Navigation Mechanisms in Animal Brains
inferred← citeshttps://doi.org/10.3390/e19060266openalex-snapshot
Model-Based Approaches to Active Perception and Control
inferred← citeshttps://doi.org/10.3390/e21040375openalex-snapshot
Bounded Rational Decision-Making from Elementary Computations That Reduce Uncertainty
inferred← citeshttps://doi.org/10.3390/e24040476openalex-snapshot
Epistemic Communities under Active Inference
inferred← citeshttps://doi.org/10.3406/intel.2016.1794openalex-snapshot
Integration of Action, Joint Action and Learning in Robot Cognitive Architectures
inferred← citeshttps://doi.org/10.3724/sp.j.1042.2020.01209openalex-snapshot
Mechanisms and strategies for cultivating behavioral habits within the field of public policy
inferred← citeshttps://doi.org/10.3758/s13415-014-0277-8openalex-snapshot
Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation
inferred← citeshttps://doi.org/10.3758/s13415-015-0347-6openalex-snapshot
Model-based learning protects against forming habits
inferred← citeshttps://doi.org/10.3758/s13415-025-01350-9openalex-snapshot
When models matter: Environmental demand guides the arbitration between model-based and model-free control
inferred← citeshttps://doi.org/10.3758/s13423-025-02814-2openalex-snapshot
Toward the cognitive modeling of dynamic decision making
inferred← citeshttps://doi.org/10.4236/oalib.1104434openalex-snapshot
An Open-Ended Approach to Piagetian Development of Adaptive Behavior
inferred← citeshttps://doi.org/10.48550/arxiv.1412.2818openalex-snapshot
The hippocampal-striatal circuit for goal-directed and habitual choice
inferred← citeshttps://doi.org/10.48550/arxiv.1912.05453openalex-snapshot
Value-of-Information based Arbitration between Model-based and Model-free Control
inferred← citeshttps://doi.org/10.70675/19ff0669z8d2cz40a1z80c4ze42923e45779openalex-snapshot
Modeling hippocampal replay in spatial navigation with the theory of reinforcement learning : a neuroscientific and robotic approach
inferred← citeshttps://doi.org/10.70675/51aee437za912z4e6aza91fz341b5bf21ac7openalex-snapshot
Decisional issues during human-robot joint action
inferred← citeshttps://doi.org/10.70675/a8f4e479z2341z4f88zaf5bz91e7451d469dopenalex-snapshot
Functional characterization of Amygdala projections to motor related cortices during adaptive action-selection
inferred← citeshttps://doi.org/10.70675/b1fe1b07za78fz46c2za684z7991c94df79dopenalex-snapshot
Architecture cognitive générique pour la coordination de stratégies d'apprentissage en robotique
inferred← citeshttps://doi.org/10.70675/cb356dbdz484cz4dd4zaad7z6622007ab33bopenalex-snapshot
Brain-inspired predictive control of robotic sensorimotor systems
inferred← citeshttps://doi.org/10.70675/eb0cf7c4z4bfez4a1cza5cdz50e28554fe7copenalex-snapshot
Apprentissage actif sous contrainte de budget en robotique et en neurosciences computationnelles. Localisation robotique et modélisation comportementale en environnement non stationnaire
inferred← citeshttps://doi.org/10.7488/era/1229openalex-snapshot
Wide computation: a mechanistic account
inferred← citeshttps://doi.org/10.7554/elife.64983openalex-snapshot
Humans use forward thinking to exploit social controllability
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