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Copyright (C) 2025-2026 ETH Zurich, Switzerland. SPDX-License-Identifier: Apache-2.0. See LICENSE at the repository root for details.

Citations

Please cite the paper corresponding to the model used in your work. Published proceedings are preferred over the arXiv preprints when available.

Model Publication status
FEMBA Published at IEEE EMBC 2025 (DOI).
LUNA Published at NeurIPS 2025 (proceedings).
TinyMyo arXiv preprint.
LuMamba Accepted at EUSIPCO 2026; proceedings forthcoming (preprint).
PanLUNA Accepted at IEEE AICAS 2026; proceedings forthcoming (preprint).

FEMBA

@inproceedings{tegon2025femba,
  title={{FEMBA}: Efficient and Scalable {EEG} Analysis with a Bidirectional Mamba Foundation Model},
  author={Tegon, Anna and Ingolfsson, Thorir Mar and Wang, Xiaying and Benini, Luca and Li, Yawei},
  booktitle={2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  year={2025},
  pages={1--7},
  doi={10.1109/EMBC58623.2025.11252697}
}

LUNA

@inproceedings{doner2025luna,
  title={{LUNA}: Efficient and Topology-Agnostic Foundation Model for {EEG} Signal Analysis},
  author={D{\"o}ner, Berkay and Ingolfsson, Thorir Mar and Benini, Luca and Li, Yawei},
  booktitle={Advances in Neural Information Processing Systems},
  volume={38},
  year={2025},
  url={https://proceedings.neurips.cc/paper_files/paper/2025/hash/66969a9e6bd7a26dfeccea7227178ca7-Abstract-Conference.html}
}

TinyMyo

@misc{fasulo2025tinymyo,
  title={{TinyMyo}: a Tiny Foundation Model for Flexible {EMG} Signal Processing at the Edge},
  author={Fasulo, Matteo and Spacone, Giusy and Ingolfsson, Thorir Mar and Li, Yawei and Benini, Luca and Cossettini, Andrea},
  year={2025},
  eprint={2512.15729},
  archivePrefix={arXiv},
  primaryClass={eess.SP},
  doi={10.48550/arXiv.2512.15729},
  url={https://arxiv.org/abs/2512.15729}
}

LuMamba

@inproceedings{broustail2026lumamba,
  title={{LuMamba}: Latent Unified Mamba for Electrode Topology-Invariant and Efficient {EEG} Modeling},
  author={Broustail, Dana{\'e} and Tegon, Anna and Ingolfsson, Thorir Mar and Li, Yawei and Benini, Luca},
  booktitle={2026 34th European Signal Processing Conference (EUSIPCO)},
  year={2026},
  note={Accepted; proceedings forthcoming},
  eprint={2603.19100},
  archivePrefix={arXiv},
  primaryClass={cs.AI},
  url={https://arxiv.org/abs/2603.19100}
}

PanLUNA

@inproceedings{zelic2026panluna,
  title={{PanLUNA}: An Efficient and Robust Query-Unified Multimodal Model for Edge Biosignal Intelligence},
  author={Zelic, Marija and Tegon, Anna and Li, Yawei and Ingolfsson, Thorir Mar and Benini, Luca},
  booktitle={2026 8th IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)},
  year={2026},
  note={Accepted; proceedings forthcoming},
  eprint={2604.04297},
  archivePrefix={arXiv},
  primaryClass={cs.AI},
  url={https://arxiv.org/abs/2604.04297}
}

The LuMamba and PanLUNA entries should be updated with their final DOI and page numbers once the EUSIPCO and AICAS proceedings are published.