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2026 1

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The Identity Trap in EEG Foundation Models: A Diagnostic Audit

cs.LG · 2026-06-04 · unverdicted · novelty 7.0

Subject identity variance dominates frozen representations in three EEG foundation models by 13-89x over null, and erasing the linear subject axis improves label decoding where within-subject label variation exists.

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  • The Identity Trap in EEG Foundation Models: A Diagnostic Audit cs.LG · 2026-06-04 · unverdicted · none · ref 24

    Subject identity variance dominates frozen representations in three EEG foundation models by 13-89x over null, and erasing the linear subject axis improves label decoding where within-subject label variation exists.