Complete training-data provenance and Braindecode software citation

README-only metadata audit, 2026-11-09. Braindecode Zenodo citation. No weights, config, license, or upstream paper citations changed.

README.md

@@ -54,3 +54,38 @@ accessions, Hub ids otherwise). `nm`/`on` ids are datasets on [NEMAR](https://ne
 - S-JEPA self-supervised pre-training (16 s examples, 60 % spatial mask, run adeuwv4s) on Lee2019 subjects 1-40, all three paradigms pooled, no labels; subjects 41-47 = SSL validation set used for early stopping / best-checkpoint selection; subjects 48-54 not used for these weights (downstream evaluation only). Only the pre-trained backbone tensors come from adeuwv4s (byte-identical); the SignalJEPA_PostLocal head (19 channels, 2 outputs, plus a 19-row spatial embedding for Contextual) has no trace of supervised training on any dataset (no fine-tuning is documented; the original README states the downstream head 'was not pre-trained').
 - Sources: arXiv:2403.11772 (HTML), section DATASETS; https://huggingface.co/api/models/braindecode/signal-jepa/commits/main (commit 9e20126cf5); braindecode check: tensor-byte sha256 check  -> compare_sjepa.json; W/bd/braindecode/models/signal_jepa.py.
 
+
+
+## Cite Braindecode
+
+If you use this braindecode port in scientific work, cite the software on Zenodo,
+[doi:10.5281/zenodo.17699192](https://doi.org/10.5281/zenodo.17699192),
+and the original model and datasets cited above.
+
+```bibtex
+@software{braindecode,
+  author = {Aristimunha, Bruno and
+            Guetschel, Pierre and
+            Wimpff, Martin and
+            Gemein, Lukas and
+            Rommel, Cedric and
+            Banville, Hubert and
+            Sliwowski, Maciej and
+            Wilson, Daniel and
+            Brandt, Simon and
+            Gnassounou, Théo and
+            Paillard, Joseph and
+            {Junqueira Lopes}, Bruna and
+            Sedlar, Sara and
+            Moreau, Thomas and
+            Chevallier, Sylvain and
+            Gramfort, Alexandre and
+            Schirrmeister, Robin Tibor},
+  title = {Braindecode: toolbox for decoding raw electrophysiological brain data
+           with deep learning models},
+  url = {https://github.com/braindecode/braindecode},
+  doi = {10.5281/zenodo.17699192},
+  publisher = {Zenodo},
+  license = {BSD-3-Clause},
+}
+```