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Predictive learning shapes the representational geometry of ...


Predictive learning shapes the representational geometry of ... - Nature

We recorded magnetoencephalography (MEG) in humans listening to acoustic sequences with different levels of regularity. We found that the brain ...

Predictive learning shapes the representational geometry ... - bioRxiv

Representational similarity analysis revealed how, through learning, the brain aligned its representational geometry to match the statistical ...

Predictive learning shapes the representational geometry ... - PubMed

Predictive learning shapes the representational geometry of the human brain. Nat Commun. 2024 Nov 8;15(1):9670. doi: 10.1038/s41467-024-54032-4.

(PDF) Predictive learning shapes the representational geometry of ...

PDF | Predictive coding theories propose that the brain constantly updates its internal models of the world to minimize prediction errors ...

(PDF) Predictive learning shapes the representational geometry of ...

PDF | Predictive coding theories propose that the brain constantly updates internal models to minimize prediction errors and optimize ...

Predictive learning shapes the representational geometry ... - 集智斑图

Predictive coding theories propose that the brain constantly updates internal models to minimize prediction errors and optimize sensory ...

CLaE on X: "Nature Communications Predictive learning shapes the ...

Nature Communications Predictive learning shapes the representational geometry of the human brain https://t.co/65cqsnSVKf.

bioRxiv Neuroscience on X: "Predictive learning shapes the ...

Predictive learning shapes the representational geometry of the human brain https://t.co/VFp971epX7 #biorxiv_neursci.

leafs on X: "Nature Communications Predictive learning shapes the ...

Nature Communications Predictive learning shapes the representational geometry of the human brain https://t.co/qrOnXXFMLs.

Predictive learning as a network mechanism for extracting low ...

Learning the predictive representation. ... The analysis above shows how the structure of the latent space shapes the structure of neural representations.

Neurons learn by predicting future activity - Nature

Predictive learning shapes the representational geometry of the human brain. Article Open access 08 November 2024. Main. Neuroscience is at the ...

Neural representational geometry underlies few-shot concept learning

Although their shapes are likely complex, we find that when concept manifolds are high-dimensional, the generalization error of prototype learning can be ...

The neuronal implementation of representational geometry in ...

Applied to extracellular recordings from the primate prefrontal cortex in a working memory task with interference, the identified components ...

Object Synthesis by Learning Part Geometry with Surface and ...

Learning surface and volumetric geometry for more effective model training and shape prediction. •. Synthesizing objects with the parametric model given ...

Neural representational geometry underlies few-shot concept learning

Understanding the neural basis of the remarkable human cognitive capacity to learn novel concepts from just one or a few sensory experiences constitutes a ...

Task structure and nonlinearity jointly determine learned ... - arXiv

By studying the learning dynamics of networks with one hidden layer, we discovered that the network's activation function has an unexpectedly ...

Neural Geometry from Mixed Sensorimotor Selectivity for Predictive ...

This neural geometry was further evaluated with a representational ... shapes (the fitting goodness of ellipses, R2 = 0.92 ± 0.01, mean ...

Representational geometry: integrating cognition, computation, and ...

How do learning and expertise affect representational geometry? ... ∙ Van Essen, D.C.. A comparative study of shape representation in macaque ...

Into the weeds: How we represent geometry in machine learning

We talk a lot about shape-based machine learning, from automatically identifying parts to predicting their engineering performance to ...

Representational geometry of perceptual decisions in the monkey ...

These ideas shape existing theoretical frameworks for implementation of the decision-making process with biophysically realistic neural networks ...