Add arXiv citation (DOI 2605.22893); reword Task 1 to 'silent meditation'

README.md

@@ -117,7 +117,7 @@ Per-channel z-score normalisation is applied at run time by the dataset loader,
 
 | Task | Goal | Input segments | N | Evaluation |
 |---|---|---|---|---|
-| **Task 1** — Cognitive State Decoding | Resting (`restCE01`) vs. focused meditation (`slMedita`) | pre-intervention only | 74 | intra-subject (block-wise / chronological), inter-subject 5-fold, LOSO |
+| **Task 1** — Cognitive State Decoding | Resting (`restCE01`) vs. silent meditation (`slMedita`) | pre-intervention only | 74 | intra-subject (block-wise / chronological), inter-subject 5-fold, LOSO |
 | **Task 2** — Technique Classification | HK vs. SA vs. BF from `slMedita` (and/or `Medita`) | pre and post separately | 74 (pre) / 44 (post) | inter-subject 5-fold |
 | **Task 3** — Cross-Session Adaptation | Pre-trained Task-1 models applied to post-intervention `slMedita` vs. `restCE01` | post-intervention | 44 | zero-shot and N-shot (10/30) calibration; intra-subject |
 
@@ -223,21 +223,19 @@ This dataset is released under **CC BY-NC 4.0**. You may copy, redistribute, rem
 
 ## Citation
 
-> *Citation information (arXiv link and DOI) will be added in a future update. In the meantime, please cite this Hugging Face repository directly (`L-FAME-Dataset-Benchmark/L-FAME`).*
-
-<!--
-Citation block held back until arXiv link / DOI are available.
+If you use this dataset or benchmark, please cite:
 
 ```bibtex
-@inproceedings{lfame2026,
-  title     = {L-FAME: Longitudinal Focused Attention Meditation EEG Dataset and Benchmark},
-  author    = {<TODO: fill in author list at acceptance>},
-  booktitle = {<TODO: fill in venue / arXiv ref upon release>},
-  year      = {2026},
-  note      = {Preprint}
+@misc{li2026lfamelongitudinalfocusedattention,
+      title={L-FAME: Longitudinal Focused Attention Meditation EEG Dataset and Benchmark},
+      author={Angqi Li and Ab Basit Rafi Syed and Hamzeh Alzweri and Taosheng Liu and Barry H. Cohen and Saiprasad Ravishankar},
+      year={2026},
+      eprint={2605.22893},
+      archivePrefix={arXiv},
+      primaryClass={eess.SP},
+      url={https://arxiv.org/abs/2605.22893},
 }
 ```
--->
 
 
 ## Authors and acknowledgments