True Recent History Improves Linear Prediction of Post-Stimulation Measured EEG Beyond the Current State

This preprint tests whether a frozen three-dimensional mouse EEG summary is a sufficient measured state for linear prediction after cortical electrical stimulation (DANDI 000458). Under leave-one-subject-out ordinary least squares, true recent history reduced held-out error beyond the current state plus stimulation cell. True history also beat matched wrong histories at the protocol threshold; that specificity result is threshold-level and slow-state-sensitive. The finding concerns this measured state and linear predictor, not latent memory or biological validation.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-25
DOI
https://doi.org/10.5281/zenodo.22096478
Primary Topic
Neural dynamics and brain function
Type
preprint
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preprint

True Recent History Improves Linear Prediction of Post-Stimulation Measured EEG Beyond the Current State

Robin Langell
Zenodo (CERN European Organization for Nuclear Research)
Neural dynamics and brain function
preprint

True Recent History Improves Linear Prediction of Post-Stimulation Measured EEG Beyond the Current State

Robin Langell
preprint en

Abstract

This preprint tests whether a frozen three-dimensional mouse EEG summary is a sufficient measured state for linear prediction after cortical electrical stimulation (DANDI 000458). Under leave-one-subject-out ordinary least squares, true recent history reduced held-out error beyond the current state plus stimulation cell. True history also beat matched wrong histories at the protocol threshold; that specificity result is threshold-level and slow-state-sensitive. The finding concerns this measured state and linear predictor, not latent memory or biological validation.

Zenodo (CERN European Organization for Nuclear Research)
Kemakta Konsult (SE)
Neural dynamics and brain function
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