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StableTechnologyReported 2026-10-02 12:00

NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

NeurDuo-EEG is a new EEG foundation model that addresses the limitations of existing models by incorporating persistent state and explicit memory, enabling better capture of long-timescale dynamics.

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Evidence

  • AarXiv cs.LGInstitution2026-10-02 12:00
    NeurDuo-EEG introduces multi-timescale memory management with learned consolidation and selective retrieval, enabling persistent modelling of continuous EEG wi…
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  • AarXiv cs.LGInstitution2026-10-02 12:00
    Most EEG foundation models nevertheless process fixed windows independently, limiting their ability to capture information encoded in long-timescale dynamics.…
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