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q-bio.NC2026
From Signals to Trajectories: A Primer on Low-Dimensional Dynamics in Human EEG and MEG
Vanessa Hadid, Hamza Abdelhedi, Annalisa Pascarella +3
Neural activity unfolds not as a set of independent signals, but as a coordinated dynamical process that can be described as a point moving through a high-dimensional state space.…
q-bio.NC2026
A Roadmap for MEG Foundation Models
Philipp Thölke, Hamza Abdelhedi, Yorguin Mantilla-Ramos +7
Foundation models are beginning to reshape brain-signal analysis by moving the field beyond task-specific decoding pipelines toward reusable models pretrained on broad neural datas…