Author

A. Pascarella

2 papers indexed here

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Review Sep 2026

From Signals to Trajectories: A Primer on Low-Dimensional Dynamics in Human EEG and MEG

This primer explains how EEG/MEG activity can be organized into neural state representations, projected onto axes organized by decreasing covariance, truncated into low-dimensional representations, and visualized as trajectories that capture how distributed activity evolves over time.

Vanessa Hadid, Hamza Abdelhedi, A. Pascarella et al. · 0 citations

#artificial intelligence Review Sep 2026

A Roadmap for MEG Foundation Models

This perspective lays down the basic concepts needed to understand MEG foundation models and provides a didactic overview of the field's key design choices, including tokenization, sensor- versus source-space representations, sensor-geometry encoding, backbone architectures, self-supervised objectives, and pretraining...

Philipp Thölke, Hamza Abdelhedi, Yorguin-José Mantilla-Ramos et al. · 1 citation