Update UME model files

CITATION.cff

@@ -1,16 +1,47 @@
 cff-version: 1.2.0
-message: "If you use UME, please cite it as below. A paper describing UME is in preparation."
-title: "UME: a foundation model for wearable electrodermal activity"
-type: software
+message: "If you use UME, please cite the paper below."
+title: "A Foundation Model for Electrodermal Activity Data"
 authors:
   - family-names: Alchieri
     given-names: Leonardo
-    affiliation: "Università della Svizzera italiana (USI)"
-repository-code: "https://github.com/LeonardoAlchieri/eda-foundation-models"
-version: 0.1.0
-date-released: 2026-09-29
-keywords:
-  - electrodermal activity
-  - foundation model
-  - wearables
-  - contrastive learning
+  - family-names: Garzon
+    given-names: Matteo
+  - family-names: Alecci
+    given-names: Lidia
+  - family-names: Bombassei De Bona
+    given-names: Francesco
+  - family-names: Gjoreski
+    given-names: Martin
+  - family-names: De Felice
+    given-names: Giovanni
+  - family-names: Santini
+    given-names: Silvia
+doi: "10.1145/3857981"
+preferred-citation:
+  type: article
+  title: "A Foundation Model for Electrodermal Activity Data"
+  authors:
+    - family-names: Alchieri
+      given-names: Leonardo
+    - family-names: Garzon
+      given-names: Matteo
+    - family-names: Alecci
+      given-names: Lidia
+    - family-names: Bombassei De Bona
+      given-names: Francesco
+    - family-names: Gjoreski
+      given-names: Martin
+    - family-names: De Felice
+      given-names: Giovanni
+    - family-names: Santini
+      given-names: Silvia
+  journal: "Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies"
+  volume: 10
+  issue: 4
+  start: 202
+  year: 2026
+  month: 12
+  publisher:
+    name: "Association for Computing Machinery"
+  doi: "10.1145/3857981"
+  url: "https://doi.org/10.1145/3857981"

README.md

@@ -408,25 +408,23 @@ Use `ume_base_training.ckpt` only to resume pretraining. For inference and fine-
 
 ## 📚 Citation
 
-If you use UME, please cite the paper ([doi.org/10.1145/3857981](https://doi.org/10.1145/3857981), [arXiv:2603.16878](https://arxiv.org/abs/2603.16878)). You can also cite this repository (GitHub's "Cite this repository" button uses [`CITATION.cff`](CITATION.cff)):
+If you use UME, please cite the paper ([doi.org/10.1145/3857981](https://doi.org/10.1145/3857981)):
 
 ```bibtex
-@software{ume_eda_foundation_model,
-  title  = {{UME}: a foundation model for wearable electrodermal activity},
-  author = {Alchieri, Leonardo},
-  year   = {2026},
-  url    = {https://github.com/LeonardoAlchieri/eda-foundation-models}
-}
-```
-
-The data augmentations used for contrastive pretraining come from:
-
-```bibtex
-@article{matton2024contrastive,
-  title={Contrastive Learning of Electrodermal Activity Representations for Stress Detection},
-  author={Matton, Katie and Lewis, Robert and Guttag, John and Picard, Rosalind},
-  journal={arXiv preprint arXiv:2404.08783},
-  year={2024}
+@article{alchieri2026foundation,
+  author     = {Alchieri, Leonardo and Garzon, Matteo and Alecci, Lidia and Bombassei De Bona, Francesco and Gjoreski, Martin and De Felice, Giovanni and Santini, Silvia},
+  title      = {A Foundation Model for Electrodermal Activity Data},
+  journal    = {Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.},
+  volume     = {10},
+  number     = {4},
+  articleno  = {202},
+  numpages   = {40},
+  year       = {2026},
+  month      = dec,
+  publisher  = {Association for Computing Machinery},
+  address    = {New York, NY, USA},
+  doi        = {10.1145/3857981},
+  url        = {https://doi.org/10.1145/3857981}
 }
 ```