Author

Karim Jerbi

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#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. · 0 citations

#machine learning Preprint Sep 2026

The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100

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