README citation note

README.md

@@ -1,3 +1,48 @@
----
-license: cc-by-4.0
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+---
+license: cc-by-4.0
+---
+# CSTS - Correlation Structures in Time Series
+
+## Important Notice
+This dataset is published as a pre-publication release. An accompanying research paper is forthcoming on arXiv. **All usage of this dataset must include proper attribution to the original authors as specified below.**
+
+## Dataset Description
+... coming soon
+
+## Authors
+- Isabella Degen, University of Bristol
+- Zahraa S Abdallah, University of Bristol
+- Henry W J Reeve, University of Nanjing
+- Kate Robson Brown, University College Dublin
+
+
+## Pre-Publication Release Details
+- **Release Date:** 29 Apr 2024
+- **Version:** 1.0-pre
+- **Status:** Pre-publication release
+- **Paper Status:** Forthcoming on arXiv (expected publication: May 2025)
+
+## Citation
+Please use the following temporary citation until our paper is published:
+
+```bibtex
+# BibTeX citation format - update when paper is published
+@misc{csts2025,
+  author       = {Degen, I and  # First author
+                  Abdallah, Z S and  # Second author
+                  Reeve, H W J,  # Third author
+                  Robson Brown, K},  # Third author
+  title        = {CSTS: Evaluating Correlation Structures in Time Series}},
+  year         = {2025},
+  publisher    = {Hugging Face},
+  howpublished = {Pre-publication dataset release},
+  url          = {https://huggingface.co/datasets/[your-username]/[dataset-name]}
+  note         = {ArXiv preprint forthcoming}  # Uncomment when preprint is available
+}
+```
+
+Once our paper is published on arXiv, we will update this README with the proper citation information.
+**Please check back for updates.**
+
+## Dataset Details
+...coming soon