Update README.md

README.md

@@ -4,8 +4,13 @@ license: mit
 
 # CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models
 
+<div align="center">
+  <h3>NeurIPS 2025</h3>
+</div>
+
 
 <div align="center">
+<a href="https://arxiv.org/abs/2505.16620"><img src="https://img.shields.io/badge/arXiv-2505.16620-b31b1b.svg" alt="arXiv"/></a>
 <a href="http://kausable.github.io/CausalDynamics"><img src="https://img.shields.io/badge/View-Documentation-blue?style=for-the-badge)" alt="Homepage"/></a>
   <!-- <a href="<ADD_LINK>"><img src="https://img.shields.io/badge/ArXiV-2402.00712-b31b1b.svg" alt="arXiv"/></a> -->
 <a href="https://huggingface.co/datasets/kausable/CausalDynamics"><img src="https://img.shields.io/badge/Dataset-HuggingFace-ffd21e" alt="Huggingface Dataset"/></a>
@@ -36,7 +41,7 @@ python process_causaldynamics.py
 ## Installation
 ### Using pip
 
-`causaldynamics` is available on [PyPi](https://pypi.org/project/causaldynamics/), so you can use pip to install `causaldynamics`, which currently requires Python version `3.10`.
+*CausalDynamics* is available on [PyPi](https://pypi.org/project/causaldynamics/), so you can use pip to install `causaldynamics`, which currently requires Python version `3.10`.
 
 ```bash
 pip install causaldynamics
@@ -86,3 +91,12 @@ You find the output at `output/<timestamp>` as default location.
 
 ## Citation
 If you find any of the code and dataset useful, feel free to acknowledge our work through:
+
+```bibtex
+@article{herdeanu2025causaldynamics,
+  title={CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models},
+  author={Herdeanu, Benjamin and Nathaniel, Juan and Roesch, Carla and Buch, Jatan and Ramien, Gregor and Haux, Johannes and Gentine, Pierre},
+  journal={arXiv preprint arXiv:2505.16620},
+  year={2025}
+}
+```