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. This perspective has contributed substantially to recent developments in systems neuroscience, especially through studies of directly record...
Vanessa Hadid, Hamza Abdelhedi, A. Pascarella et al.· 0 citations
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
The ambition of the 2025 PNPL competition (Landau et al., 2025) was to launch a multi-year curriculum for non-invasive speech decoding. Designed to progress from foundational tasks toward the linguistic complexity required for a practical brain-computer interface (BCI), it set the stage with speech detection and phonem...
Francesco Mantegna, Gereon Elvers, D. Jayalath et al.· 0 citations
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