# Emergence of a 'visual number sense' in hierarchical generative models

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/emergence-of-a-visual-number-sense-in-hierarchical-generative-models/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Ivilin Peev Stoianov,Marco Zorzi |
| Citations | 308 |
| DOI | 10.1038/nn.2996 |
| Fields | Mathematics,Social Sciences |
| Open Access | false |
| OA Status | closed |
| OpenAlex ID | https://openalex.org/W2064658612 |
| PMID | 22231428 |
| Type | article |
| Year | 2012 |

## Paper authors

- [Ivilin Peev Stoianov](https://scholariq.org/researchers/ivilin-peev-stoianov/)

## Paper primary topic

- [Cognitive and developmental aspects of mathematical skills](https://scholariq.org/topics/cognitive-and-developmental-aspects-of-mathematical-skills/)

## Paper topics

- [Cognitive and developmental aspects of mathematical skills](https://scholariq.org/topics/cognitive-and-developmental-aspects-of-mathematical-skills/)
- [Mathematics Education and Teaching Techniques](https://scholariq.org/topics/mathematics-education-and-teaching-techniques/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.