Update README

README.md

@@ -12,9 +12,12 @@ viewer: false
 
 ![Alt text](img/BioCube-description.png "BioCube Data Description")
 
-BioCube is a multimodal dataset for ecologica and biodiversity modelling. This dataset contains:
+BioCube is a multimodal dataset for ecological and biodiversity modelling. 
+
+For more information, please visit our [github repository](https://github.com/BioDT/bfm-data)
+
+[Link to our paper](https://arxiv.org/abs/2505.11568)
 
-- 
 
 ## Dataset Structure
 
@@ -60,7 +63,9 @@ BioCube can be used for variety of applications like:
 - Habitat assesment
 - Weather & Climate modelling
 
-Also, BioCube is a trove of information and appropriate for **large-scale Foundation Model training**.
+Also, BioCube is a trove of information and appropriate for **large-scale Foundation Model training**. 
+
+The most recent model using our dataset is **[BioAnalyst: A Foundation Model for Biodiversity](https://arxiv.org/abs/2507.09080)**
 
 **IMPORTANT:**
 You can find more information of how to use BioCube to produce Batches for training ML models and the whole codebase used to produce it at [BioCube - Github](https://github.com/BioDT/bfm-data)
@@ -70,4 +75,14 @@ You can find more information of how to use BioCube to produce Batches for train
 
 ### Citation
 If you find our work useful, please consider citing us!
-TBA
+```
+@misc{stasinos2025biocubemultimodaldatasetbiodiversity,
+      title={BioCube: A Multimodal Dataset for Biodiversity Research}, 
+      author={Stylianos Stasinos and Martino Mensio and Elena Lazovik and Athanasios Trantas},
+      year={2025},
+      eprint={2505.11568},
+      archivePrefix={arXiv},
+      primaryClass={q-bio.QM},
+      url={https://arxiv.org/abs/2505.11568}, 
+}
+```