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. 2025 Feb;9(2):360-375.
doi: 10.1038/s41562-024-02047-8. Epub 2024 Nov 7.

Two-dimensional neural geometry underpins hierarchical organization of sequence in human working memory

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Two-dimensional neural geometry underpins hierarchical organization of sequence in human working memory

Ying Fan et al. Nat Hum Behav. 2025 Feb.

Abstract

Working memory (WM) is constructive in nature. Instead of passively retaining information, WM reorganizes complex sequences into hierarchically embedded chunks to overcome capacity limits and facilitate flexible behaviour. Here, to investigate the neural mechanisms underlying hierarchical reorganization in WM, we performed two electroencephalography and one magnetoencephalography experiments, wherein humans retain in WM a temporal sequence of items, that is, syllables, which are organized into chunks, that is, multisyllabic words. We demonstrate that the one-dimensional sequence is represented by two-dimensional neural representational geometry in WM arising from left prefrontal and temporoparietal regions, with separate dimensions encoding item position within a chunk and chunk position in the sequence. Critically, this two-dimensional geometry is observed consistently in different experimental settings, even during tasks not encouraging hierarchical reorganization in WM and correlates with WM behaviour. Overall, these findings strongly support that complex sequences are reorganized into factorized multidimensional neural representational geometry in WM, which also speaks to general structure-based organizational principles given WM's involvement in many cognitive functions.

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Conflict of interest statement

Competing interests: The authors declare no competing interests.

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References

    1. Schacter, D. L., Norman, K. A. & Koutstaal, W. The cognitive neuroscience of constructive memory. Annu. Rev. Psychol. 49, 289–318 (1998). - PubMed
    1. Brady, T. F. & Alvarez, G. A. Hierarchical encoding in visual working memory: ensemble statistics bias memory for individual items. Psychol. Sci. 22, 384–392 (2011). - PubMed
    1. Prabhakaran, V., Narayanan, K., Zhao, Z. & Gabrieli, J. D. E. Integration of diverse information in working memory within the frontal lobe. Nat. Neurosci. 3, 85–90 (2000). - PubMed
    1. van Ede, F. & Nobre, A. C. Turning attention inside out: how working memory serves behavior. Annu. Rev. Psychol. 74, 137–165 (2023). - PubMed
    1. Kwak, Y. & Curtis, C. E. Unveiling the abstract format of mnemonic representations. Neuron 110, 1822–1828 (2022). - PubMed - PMC

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