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An active inference approach to modeling structure learning: concept learning as an example case
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1 of the 97 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-04): 10.7554/elife.12248 (notice 2018-04-12).
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Structured Imagination: the Role of Category Structure in Exemplar Generation
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The Structure of Perceptual Categories
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Intrinsic Motivation and Self-Determination in Human Behavior
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Evolutionary computation approaches to the Curriculum Sequencing problem
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Differential Effects of Non-REM and REM Sleep on Memory Consolidation?
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On the adequacy of prototype theory as a theory of concepts
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The importance of shape in early lexical learning
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Modeling Human Plan Recognition Using Bayesian Theory of Mind
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Explaining the Basic-Level Concept Advantage in Infants…or Is It the Superordinate-Level Advantage?
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Hierarchically organized behavior and its neural foundations: A reinforcement learning perspective
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A tutorial introduction to Bayesian models of cognitive development
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A probabilistic model of cross-categorization
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Can bootstrapping explain concept learning?
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A probabilistic account of exemplar and category generation
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Learning latent structure: carving nature at its joints
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Toward the neural implementation of structure learning
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Sculpting memory during sleep: concurrent consolidation and forgetting
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A tutorial on Bayesian nonparametric models
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The roles of the reward system in sleep and dreaming
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Active inference and learning
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Variational free energy and the Laplace approximation
inferredcites →https://doi.org/10.1016/j.neuroimage.2011.03.062openalex-snapshot
Post hoc Bayesian model selection
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Bayesian model reduction and empirical Bayes for group (DCM) studies
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Sleep and the Price of Plasticity: From Synaptic and Cellular Homeostasis to Memory Consolidation and Integration
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What Is a Cognitive Map? Organizing Knowledge for Flexible Behavior
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Waking and dreaming consciousness: Neurobiological and functional considerations
inferredcites →https://doi.org/10.1016/j.tics.2018.03.009openalex-snapshot
How Memory Replay in Sleep Boosts Creative Problem-Solving
inferredcites →https://doi.org/10.1016/s0364-0213(87)80025-3openalex-snapshot
Competitive learning: From interactive activation to adaptive resonance
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The generalized context model: an exemplar model of classification
inferredcites →https://doi.org/10.1017/s0140525x19001353openalex-snapshot
Generative models as parsimonious descriptions of sensorimotor loops
inferredcites →https://doi.org/10.1017/s1351324900000218openalex-snapshot
A hierarchical Dirichlet language model
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An exemplar-based random walk model of speeded classification.
inferredcites →https://doi.org/10.1037/0033-295x.111.2.309openalex-snapshot
SUSTAIN: A Network Model of Category Learning.
inferredcites →https://doi.org/10.1037/0033-295x.114.2.245openalex-snapshot
Word learning as Bayesian inference.
inferredcites →https://doi.org/10.1037/0033-295x.88.5.375openalex-snapshot
An interactive activation model of context effects in letter perception: I. An account of basic findings.
inferredcites →https://doi.org/10.1037/0033-295x.94.2.115openalex-snapshot
Recognition-by-components: A theory of human image understanding.
inferredcites →https://doi.org/10.1037/0033-295x.98.3.409openalex-snapshot
The adaptive nature of human categorization.
inferredcites →https://doi.org/10.1037/a0020511openalex-snapshot
Rational approximations to rational models: Alternative algorithms for category learning.
inferredcites →https://doi.org/10.1038/nature12112openalex-snapshot
Hippocampal place-cell sequences depict future paths to remembered goals
inferredcites →https://doi.org/10.1038/nature14236openalex-snapshot
Human-level control through deep reinforcement learning
inferredcites →https://doi.org/10.1038/nature14541openalex-snapshot
Probabilistic machine learning and artificial intelligence
inferredcites →https://doi.org/10.1038/nrn2501openalex-snapshot
Silent synapses and the emergence of a postsynaptic mechanism for LTP
inferredcites →https://doi.org/10.1038/nrn2762-c1openalex-snapshot
Overnight alchemy: sleep-dependent memory evolution
inferredcites →https://doi.org/10.1038/nrn2787openalex-snapshot
The free-energy principle: a unified brain theory?
inferredcites →https://doi.org/10.1038/s41593-018-0147-8openalex-snapshot
Prefrontal cortex as a meta-reinforcement learning system
inferredcites →https://doi.org/10.1038/s41598-017-15249-0openalex-snapshot
Working memory, attention, and salience in active inference
inferredcites →https://doi.org/10.1038/s41598-018-38246-3openalex-snapshot
Neuronal message passing using Mean-field, Bethe, and Marginal approximations
inferredcites →https://doi.org/10.1073/pnas.1621073114openalex-snapshot
How language shapes the cultural inheritance of categories
inferredcites →https://doi.org/10.1080/00207727008920220openalex-snapshot
Every good regulator of a system must be a model of that system †
inferredcites →https://doi.org/10.1080/03640210701802071openalex-snapshot
A Rational Analysis of Rule‐Based Concept Learning
inferredcites →https://doi.org/10.1080/09540090600768658openalex-snapshot
Developmental robotics, optimal artificial curiosity, creativity, music, and the fine arts
inferredcites →https://doi.org/10.1093/cercor/bhu159openalex-snapshot
The Dopaminergic Midbrain Encodes the Expected Certainty about Desired Outcomes
inferredcites →https://doi.org/10.1101/360537openalex-snapshot
Episodic Control as Meta-Reinforcement Learning
inferredcites →https://doi.org/10.1101/633677openalex-snapshot
An active inference approach to modeling structure learning: concept learning as an example case
inferredcites →https://doi.org/10.1101/764969openalex-snapshot
Learning action-oriented models through active inference
inferredcites →https://doi.org/10.1103/physrevd.76.083006openalex-snapshot
Tests of Bayesian model selection techniques for gravitational wave astronomy
inferredcites →https://doi.org/10.1109/5.726791openalex-snapshot
Gradient-based learning applied to document recognition
inferredcites →https://doi.org/10.1109/msp.2012.2205597openalex-snapshot
Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups
inferredcites →https://doi.org/10.1109/tamd.2010.2056368openalex-snapshot
Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010)
inferredcites →https://doi.org/10.1109/tpami.2012.269openalex-snapshot
Learning with Hierarchical-Deep Models
inferredcites →https://doi.org/10.1109/tsp.2007.894265openalex-snapshot
An Empirical Bayesian Strategy for Solving the Simultaneous Sparse Approximation Problem
inferredcites →https://doi.org/10.1111/j.1467-7687.2007.00585.xopenalex-snapshot
Learning overhypotheses with hierarchical Bayesian models
inferredcites →https://doi.org/10.1111/j.1467-7687.2007.00590.xopenalex-snapshot
Sensitivity to sampling in Bayesian word learning
inferredcites →https://doi.org/10.1111/j.1551-6709.2010.01113.xopenalex-snapshot
The Role of Explanation in Discovery and Generalization: Evidence From Category Learning
inferredcites →https://doi.org/10.1126/science.1063530openalex-snapshot
Sleep, Learning, and Dreams: Off-line Memory Reprocessing
inferredcites →https://doi.org/10.1126/science.aab3050openalex-snapshot
Human-level concept learning through probabilistic program induction
inferredcites →https://doi.org/10.1146/annurev-psych-120709-145346openalex-snapshot
Heuristic Decision Making
inferredcites →https://doi.org/10.1146/annurev.ps.32.020181.000513openalex-snapshot
Categorization of Natural Objects
inferredcites →https://doi.org/10.1152/jn.00912.2012openalex-snapshot
Silent synapses persist into adulthood in layer 2/3 pyramidal neurons of visual cortex in dark-reared mice
inferredcites →https://doi.org/10.1162/neco.1992.4.1.1openalex-snapshot
Neural Networks and the Bias/Variance Dilemma
inferredcites →https://doi.org/10.1162/neco_a_00912openalex-snapshot
Active Inference: A Process Theory
inferredcites →https://doi.org/10.1162/neco_a_00999openalex-snapshot
Active Inference, Curiosity and Insight
inferredcites →https://doi.org/10.1162/netn_a_00018openalex-snapshot
The graphical brain: Belief propagation and active inference
inferredcites →https://doi.org/10.1371/journal.pone.0190429openalex-snapshot
Human visual exploration reduces uncertainty about the sensed world
inferredcites →https://doi.org/10.1523/eneuro.0049-16.2016openalex-snapshot
Computational Phenotyping in Psychiatry: A Worked Example
inferredcites →https://doi.org/10.1523/jneurosci.0781-13.2013openalex-snapshot
GABA Depolarization Is Required for Experience-Dependent Synapse Unsilencing in Adult-Born Neurons
inferredcites →https://doi.org/10.3389/fnbeh.2013.00164openalex-snapshot
Gradual extinction prevents the return of fear: implications for the discovery of state
inferredcites →https://doi.org/10.3389/fncom.2016.00056openalex-snapshot
Scene Construction, Visual Foraging, and Active Inference
inferredcites →https://doi.org/10.3389/fncom.2018.00090openalex-snapshot
The Anatomy of Inference: Generative Models and Brain Structure
inferredcites →https://doi.org/10.3389/fpsyg.2014.01133openalex-snapshot
Virtual reality and consciousness inference in dreaming
inferredcites →https://doi.org/10.3389/fpsyg.2019.02844openalex-snapshot
Simulating Emotions: An Active Inference Model of Emotional State Inference and Emotion Concept Learning
inferredcites →https://doi.org/10.3389/neuro.12.006.2007openalex-snapshot
What is intrinsic motivation? A typology of computational approaches
inferredcites →https://doi.org/10.3758/bf03196492openalex-snapshot
Optimal data selection: Revision, review, and reevaluation
inferredcites →https://doi.org/10.3758/bf03196806openalex-snapshot
The divergent autoencoder (DIVA) model of category learning
inferredcites →https://doi.org/10.3758/bf03200862openalex-snapshot
Comparing models of rule-based classification learning: A replication and extension of Shepard, Hovland, and Jenkins (1961)
inferredcites →https://doi.org/10.48550/arxiv.1805.09042openalex-snapshot
Generalisation of structural knowledge in the hippocampal-entorhinal system
inferredcites →https://doi.org/10.7554/elife.12248openalex-snapshot
RETRACTED: A mathematical model explains saturating axon guidance responses to molecular gradients
inferredcites →https://doi.org/10.7554/elife.23763openalex-snapshot
The computational nature of memory modification
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.neubiorev.2020.12.021openalex-snapshot
How higher goals are constructed and collapse under stress: A hierarchical Bayesian control systems perspective
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‘Snakes and ladders’ in paleoanthropology: From cognitive surprise to skillfulness a million years ago
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Recent advances in the application of predictive coding and active inference models within clinical neuroscience
inferred← citeshttps://doi.org/10.3389/fnbeh.2021.647732openalex-snapshot
Active Inferants: An Active Inference Framework for Ant Colony Behavior
inferred← citeshttps://doi.org/10.3389/fncom.2020.00041openalex-snapshot
An Active Inference Approach to Modeling Structure Learning: Concept Learning as an Example Case
inferred← citeshttps://doi.org/10.3389/fnhum.2024.1441931openalex-snapshot
How to grow a self: development of self-representation in the Bayesian brain
inferred← citeshttps://doi.org/10.3389/fpsyg.2019.02844openalex-snapshot
Simulating Emotions: An Active Inference Model of Emotional State Inference and Emotion Concept Learning
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