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Not-so-working Memory: Drift in Functional Magnetic Resonance Imaging Pattern Representations during Maintenance

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Working memory representations drift over time due to neural noise, leading to errors. This study quantifies this "representational drift" using neuroimaging and links it to recognition task performance.

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Area of Science:

  • Cognitive Neuroscience
  • Neuroimaging

Background:

  • Working memory (WM) is essential for cognition but prone to errors.
  • Limited fidelity of WM representations, even for single features, remains unexplained.
  • Neural noise may cause representations to drift rather than simply decay.

Purpose of the Study:

  • To test the hypothesis that neural representations in working memory drift over time.
  • To develop and apply a novel neuroimaging-based index of representational drift.
  • To link representational drift to performance in a working memory recognition task.

Main Methods:

  • Functional magnetic resonance imaging (fMRI) during a match/nonmatch orientation recognition task.
  • Development of a pattern-based index to quantify representational drift in brain activity.
  • Correlation of representational drift with behavioral accuracy in the WM task.

Main Results:

  • A novel "representational drift" index successfully predicted task performance.
  • Drift away from the target stimulus increased false nonmatch reports.
  • Drift toward incorrect stimuli increased false match reports.

Conclusions:

  • Neural noise contributes to working memory errors by causing representational drift.
  • Representational drift pushes WM representations toward incorrect configurations, not just random decay.
  • Neuroimaging can index behaviorally relevant drift in neural representation space.