Evidence map›Paper›PMID 42281192›Full record

ArticleDevelopmental science2026

How Uncertainty Affects Children's Exploration and Exploitation in Statistical Learning.

Shelley Xiuli Tong, Puyuan Zhang, Mei Zhou, Johannes C Ziegler

Abstract read
In one paragraph

Article in Developmental science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Shelley Xiuli TongAcademic Unit of Human Communication, Learning, and Development, Faculty of Education, The University of Hong Kong, Hong Kong, China.ORCID https://orcid.org/0000-0003-3319-4609
Puyuan ZhangAcademic Unit of Human Communication, Learning, and Development, Faculty of Education, The University of Hong Kong, Hong Kong, China.ORCID https://orcid.org/0000-0003-3217-2870
Mei ZhouAcademic Unit of Human Communication, Learning, and Development, Faculty of Education, The University of Hong Kong, Hong Kong, China.
Johannes C ZieglerAix-Marseille University, CNRS, CRPN, 3, Marseille, France.ORCID https://orcid.org/0000-0002-2061-5729

Funding

General Research Fund 17612222 17616323Research Fellow Scheme RFS 2021-7H05The work described in this paper was supported by the Research Fellow Scheme (RFS 2021-7H05) and General Research Fund (17612222, 17616323) to Shelley Xiuli Tong from Research Grants Council of Hong Kong, the Special Administrative Region of China.
6 · The paper itself

Abstract

Environmental input is inherently uncertain at both global and local levels. Depending on the level of uncertainty, cognitive systems dynamically adapt by shifting attention between exploiting learned regularities and exploring less predictable alternatives. While these dynamics are well documented in adults, how local and global uncertainty jointly influences children's exploration-exploitation strategies during statistical learning remains unclear. Combining eye-tracking with a probabilistic cueing task, this study quantified local and global uncertainty on a trial-by-trial basis to examine their effects on children's attentional preferences for cues differing in predictive value. Overall, 158 children aged 4 to 13 years passively viewed cue-target sequences in which target shapes were predicted by cues with high- and low-transitional probabilities. Results showed that under high global uncertainty, high local uncertainty biased attention toward high-predictive cues, indicating uncertainty-exploitation, whereas low local uncertainty biased attention toward low-predictive cues, suggesting certainty-exploration. Conversely, under low global uncertainty, attentional strategies reversed, shifting toward certainty-exploitation and uncertainty-exploration. These patterns were amplified in older children but attenuated in younger ones. These findings support a developmental dynamic model of exploration-exploitation in which children's attention strategies are jointly regulated by local and global uncertainty and undergo systematic change across childhood. SUMMARY: How local and global uncertainty jointly shapes the development of children's exploration-exploitation behavior during statistical learning across different ages remains poorly understood. Using eye-tracking in a probabilistic learning task, we showed that 4-13-year-olds adapt their information sampling and choices in response to overarching and trial-by-trial uncertainty. Under high global uncertainty, children relied on local uncertainty for exploitation and exploration; under low global uncertainty, they favored certainty-driven exploitation and uncertainty-driven exploration. These uncertainty-regulated strategies were amplified in older children but attenuated in younger children.

Indexed as

AttentionExploratory BehaviorLearningProbability LearningAdolescentChildChild, PreschoolCuesEye-Tracking TechnologyFemaleHumansMaleUncertaintyconditional entropyexploration‐exploitationeye‐trackingpredictive codinguncertaintyvisual statistical learning

Identifiers

PMID42281192
PMCPMC13260883

What Socratic holds

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.