Add MVPFormer weights converted to braindecode

README.md

@@ -1,43 +1,14 @@
 ---
-license: apache-2.0
-tags: [braindecode, eeg, ieeg, mvpformer, seizure-detection]
 library_name: braindecode
+license: bsd-3-clause
+tags:
+- MVPFormer
+- braindecode
+- model_hub_mixin
+- pytorch_model_hub_mixin
 ---
 
-# MVPFormer-M backbone
-
-Generatively pre-trained MVPFormer-M on the SWEC iEEG dataset.
-
-```python
-from braindecode.models import MVPFormer
-
-model = MVPFormer.from_pretrained("braindecode/mvpformer-m-pretrained")
-```
-
-**The classification head is randomly initialised** — fine-tune it, or call `model.reset_head(n_outputs=...)`. Only the backbone is pre-trained.
-
-## Licence and intended use
-
-Weights © IBM Corp. 2024-2025, released under Apache-2.0 (`SPDX-License-Identifier: Apache-2.0`)
-by <https://github.com/IBM/multi-variate-parallel-transformer>. Redistributed here unmodified in
-substance; only the parameter names were remapped onto braindecode's `MVPFormer`.
-
-The authors attach the following restriction, reproduced verbatim from the upstream README:
-
-> This software may only be used for research. For other applications any liability is denied.
-> In particular, the software must not be used for diagnostic purposes.
-
-The paper's broader-impact statement adds: "both our model and our dataset are developed purely
-for research, and may not be used for any other purpose, especially diagnostic."
-
-## Citation
-
-```bibtex
-@article{carzaniga2025foundation,
-  title={A foundation model with multi-variate parallel attention to generate neuronal activity},
-  author={Carzaniga, Francesco and Hersche, Michael and Sebastian, Abu and Schindler, Kaspar and Rahimi, Abbas},
-  journal={arXiv preprint arXiv:2506.20354},
-  year={2025}
-}
-```
-
+This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
+- Code: https://braindecode.org
+- Paper: [More Information Needed]
+- Docs: https://braindecode.org/stable/generated/braindecode.models.MVPFormer.html

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