Neural Processing Lab (PNPL), University of Oxford

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1. MEG-XL MEG-XL Public

   Code for "MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training" at ICML 2026

   Python 17

2. pnpl pnpl Public

   The PNPL brain deep learning library

   Python 14 2

3. the-brains-bitter-lesson the-brains-bitter-lesson Public

   Code for "The Brain's Bitter Lesson: Scaling Speech Decoding With Self-Supervised Learning" at ICML 2025.

   Python 11 1

4. unlocking-b2t unlocking-b2t Public

   Code for the preprint "Unlocking Non-Invasive Brain-to-Text" on ArXiv.

   Python 11

5. 2025-libribrain-competition 2025-libribrain-competition Public

   LibriBrain Competition Website based on PNPL homepage

   TypeScript 6 4

6. frozen-pnpl frozen-pnpl Public

   Python 5 2