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How we learn things we don’t know already: A theory of learning structured representations from experience

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What this work says

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

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Computational models of analogy
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The Roles of Similarity in Transfer: Separating Retrievability From Inferential Soundness
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Pragmatics in Analogical Mapping
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Rethinking Eliminative Connectionism
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The Correlation Theory of Brain Function
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Encyclopaedia of Mathematics
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Sensory segmentation with coupled neural oscillators
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The comprehension of relative, absolute, and contrastive adjectives by young children
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The structure-mapping engine: Algorithm and examples
inferredcites →https://doi.org/10.1016/0010-0277(88)90031-5openalex-snapshot
Connectionism and cognitive architecture: A critical analysis
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On language and connectionism: Analysis of a parallel distributed processing model of language acquisition
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Analogical problem solving
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A category theory approach to cognitive development
inferredcites →https://doi.org/10.1016/0010-0285(83)90002-6openalex-snapshot
Schema induction and analogical transfer
inferredcites →https://doi.org/10.1016/0010-0285(91)90010-lopenalex-snapshot
Relational similarity and the nonindependence of features in similarity judgments
inferredcites →https://doi.org/10.1016/0010-0285(92)90004-lopenalex-snapshot
A developmental analysis of the polar structure of dimensions
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The symbol grounding problem
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Adaptive perceptual pattern recognition by self-organizing neural networks: Context, uncertainty, multiplicity, and scale
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Children’s development of analogical reasoning: Insights from scene analogy problems
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Computational principles of working memory in sentence comprehension
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The role of textual coherence in incremental analogical mapping
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The What and Why of Binding
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Connectionist psycholinguistics: capturing the empirical data
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Declarative/Logic-Based Cognitive Modeling
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Constraints in Cognitive Architectures
inferredcites →https://doi.org/10.1017/s0140525x08003543openalex-snapshot
Darwin's mistake: Explaining the discontinuity between human and nonhuman minds
inferredcites →https://doi.org/10.1017/s0140525x08004469openalex-snapshot
Analogy as relational priming: A developmental and computational perspective on the origins of a complex cognitive skill
inferredcites →https://doi.org/10.1017/s0140525x0800589xopenalex-snapshot
Précis ofSemantic Cognition: A Parallel Distributed Processing Approach
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Processing capacity defined by relational complexity: Implications for comparative, developmental, and cognitive psychology
inferredcites →https://doi.org/10.1037//0033-295x.104.3.427openalex-snapshot
Distributed representations of structure: A theory of analogical access and mapping.
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Features of similarity.
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Distinguishing types of superficial similarities: Different effects on the access and use of earlier problems.
inferredcites →https://doi.org/10.1037/0022-3514.62.6.913openalex-snapshot
If Saddam is Hitler then who is George Bush? Analogical mapping between systems of social roles.
inferredcites →https://doi.org/10.1037/0033-295x.100.2.254openalex-snapshot
Respects for similarity.
inferredcites →https://doi.org/10.1037/0033-295x.108.3.550openalex-snapshot
The time course of perceptual choice: The leaky, competing accumulator model.
inferredcites →https://doi.org/10.1037/0033-295x.110.2.220openalex-snapshot
A symbolic-connectionist theory of relational inference and generalization.
inferredcites →https://doi.org/10.1037/0033-295x.115.1.1openalex-snapshot
A theory of the discovery and predication of relational concepts.
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.96.1.125openalex-snapshot
A model of perceptual classification in children and adults.
inferredcites →https://doi.org/10.1037/0278-7393.13.4.629openalex-snapshot
This is like that: The use of earlier problems and the separation of similarity effects.
inferredcites →https://doi.org/10.1037/a0014282openalex-snapshot
Structured statistical models of inductive reasoning.
inferredcites →https://doi.org/10.1037/a0021336openalex-snapshot
Learning a theory of causality.
inferredcites →https://doi.org/10.1037/a0028719openalex-snapshot
Bayesian analogy with relational transformations.
inferredcites →https://doi.org/10.1037/a0029347openalex-snapshot
Exploring the conceptual universe.
inferredcites →https://doi.org/10.1037/e513702014-002openalex-snapshot
The Origin of Concepts
inferredcites →https://doi.org/10.1037/e611062013-001openalex-snapshot
Modeling Melodic Perception As Relational Learning Using a Symbolic-Connectionist Architecture (DOR)
inferredcites →https://doi.org/10.1037/xlm0000149openalex-snapshot
Shaping relations: Exploiting relational features for visuospatial priming.
inferredcites →https://doi.org/10.1038/369525a0openalex-snapshot
fMRI of human visual cortex
inferredcites →https://doi.org/10.1038/nature14539openalex-snapshot
Deep learning
inferredcites →https://doi.org/10.1038/nature16961openalex-snapshot
Mastering the game of Go with deep neural networks and tree search
inferredcites →https://doi.org/10.1038/nrn2787openalex-snapshot
The free-energy principle: a unified brain theory?
inferredcites →https://doi.org/10.1073/pnas.1303547110openalex-snapshot
Indirection and symbol-like processing in the prefrontal cortex and basal ganglia
inferredcites →https://doi.org/10.1080/09528130500283832openalex-snapshot
How we learn about things we don't already understand
inferredcites →https://doi.org/10.1080/13546783.2014.954000openalex-snapshot
Recognising relations: What can be learned from considering complexity
inferredcites →https://doi.org/10.1080/15248370802022639openalex-snapshot
Order of Presentation Effects in Learning Color Categories
inferredcites →https://doi.org/10.1093/acprof:oso/9780195324259.001.0001openalex-snapshot
How Can the Human Mind Occur in the Physical Universe?
inferredcites →https://doi.org/10.1093/acprof:oso/9780198508571.001.0001openalex-snapshot
The Unity of ConsciousnessBinding, Integration, and Dissociation
inferredcites →https://doi.org/10.1093/acprof:oso/9780198508571.003.0009openalex-snapshot
Three forms of binding and their neural substrates: alternatives to temporal synchrony
inferredcites →https://doi.org/10.1093/oxfordhb/9780195376746.013.0003openalex-snapshot
Object Recognition
inferredcites →https://doi.org/10.1093/oxfordhb/9780199734689.001.0001openalex-snapshot
The Oxford Handbook of Thinking and Reasoning
inferredcites →https://doi.org/10.1093/oxfordhb/9780199734689.013.0005openalex-snapshot
Computational Models of Higher Cognition
inferredcites →https://doi.org/10.1093/oxfordhb/9780199734689.013.0013openalex-snapshot
Analogy and Relational Reasoning
inferredcites →https://doi.org/10.1109/pimrc.2006.254160openalex-snapshot
Tuning OLSR
inferredcites →https://doi.org/10.1109/tnn.1998.712192openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1109/tnn.2004.842673openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1111/j.1467-7687.2010.00999.xopenalex-snapshot
A computational account of children’s analogical reasoning: balancing inhibitory control in working memory and relational representation
inferredcites →https://doi.org/10.1111/j.1467-8624.1984.tb00298.xopenalex-snapshot
Young Children's Understanding of Attributes and Dimensions: A Comparison of Conceptual and Linguistic Measures
inferredcites →https://doi.org/10.1111/j.1551-6709.2010.01103.xopenalex-snapshot
A Computational Account of the Development of the Generalization of Shape Information
inferredcites →https://doi.org/10.1126/science.aab3050openalex-snapshot
Human-level concept learning through probabilistic program induction
inferredcites →https://doi.org/10.1142/s0129065790000151openalex-snapshot
EXCITATORY–INHIBITORY NETWORKS WITH DYNAMICAL THRESHOLDS
inferredcites →https://doi.org/10.1162/089892904322984553openalex-snapshot
A Neurocomputational Model of Analogical Reasoning and its Breakdown in Frontotemporal Lobar Degeneration
inferredcites →https://doi.org/10.1162/jocn.1996.8.4.311openalex-snapshot
Modeling the Temporal Dynamics of IT Neurons in Visual Search: A Mechanism for Top-Down Selective Attention
inferredcites →https://doi.org/10.1162/neco.1991.3.4.510openalex-snapshot
Segmentation, Binding, and Illusory Conjunctions
inferredcites →https://doi.org/10.1207/s15516709cog1902_1openalex-snapshot
MAC/FAC: A Model of Similarity‐Based Retrieval
inferredcites →https://doi.org/10.1371/journal.pbio.2000663openalex-snapshot
A mechanism for the cortical computation of hierarchical linguistic structure
inferredcites →https://doi.org/10.1371/journal.pone.0063889openalex-snapshot
Comparison and Mapping Facilitate Relation Discovery and Predication
inferredcites →https://doi.org/10.2307/1905751openalex-snapshot
Semiorders and a Theory of Utility Discrimination
inferredcites →https://doi.org/10.3389/fpsyg.2015.00129openalex-snapshot
Varying variation: the effects of within- versus across-feature differences on relational category learning
inferredcites →https://doi.org/10.3389/fpsyg.2016.00120openalex-snapshot
Language Processing as Cue Integration: Grounding the Psychology of Language in Perception and Neurophysiology
inferredcites →https://doi.org/10.3758/bf03197236openalex-snapshot
Judging a book by its cover: Interpretative effects of content on problem-solving transfer
inferredcites →https://doi.org/10.4324/9781315085654openalex-snapshot
The Origins of Mathematical Knowledge in Childhood
inferredcites →https://doi.org/10.4324/9781315519050openalex-snapshot
The Perception of Causality
inferredcites →https://doi.org/10.4324/9781315785271openalex-snapshot
Developing Cognitive Competence
inferredcites →https://doi.org/10.5860/choice.46-2369openalex-snapshot
The Cambridge handbook of computational psychology
inferredcites →https://doi.org/10.7551/mitpress/4117.003.0015openalex-snapshot
Why We’re So Smart
inferredcites →https://doi.org/10.7551/mitpress/4549.001.0001openalex-snapshot
Mental Leaps
inferredcites →https://doi.org/10.7771/1932-6246.1079openalex-snapshot
When Do Words Promote Analogical Transfer?

What points at this work

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

inferred← citeshttps://doi.org/10.1109/icmla.2019.00316openalex-snapshot
Generating Near and Far Analogies for Educational Applications: Progress and Challenges
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A Compositional Neural Architecture for Language
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Generative Linguistics and Neural Networks at 60: Foundation, Friction, and Fusion
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Learning Ex Nihilo
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Individual Differences in Relational Learning and Analogical Reasoning: A Computational Model of Longitudinal Change
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