Added paper

README.md

@@ -53,4 +53,26 @@ and a negative example like this:
 
 ``` bash
 {'video': <decord.video_reader.VideoReader object at 0x7ff190129b50>, 'label': 0, 'time_of_event': None, 'time_of_alert': None, 'light_conditions': 'Normal', 'weather': 'Cloudy', 'scene': 'Urban'}
+```
+
+## Paper and citation
+
+A [paper](https://arxiv.org/abs/2503.03848) is available describing the dataset and the evaluation framework used on the [Nexar Dashcam Crash Prediction Challenge](https://www.kaggle.com/competitions/nexar-collision-prediction/).
+
+Please **use the following reference when citing** this dataset:
+
+>Daniel C. Moura, Shizhan Zhu, and Orly Zvitia . **Nexar Dashcam Collision Prediction Dataset and Challenge**. https://arxiv.org/abs/2503.03848, 2025. 
+
+BibTeX:
+
+```bibtex
+@misc{nexar2025dashcamcollisionprediction,
+      title={Nexar Dashcam Collision Prediction Dataset and Challenge}, 
+      author={Daniel C. Moura and Shizhan Zhu and Orly Zvitia},
+      year={2025},
+      eprint={2503.03848},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2503.03848}, 
+}
 ```