Update README.md

README.md

@@ -36,14 +36,17 @@ configs:
 
 # RIDE Silver
 
+[![arXiv](https://img.shields.io/badge/arXiv-2606.05070-b31b1b.svg)](https://arxiv.org/abs/2606.05070)
+[![Code](https://img.shields.io/badge/code-GitHub-181717.svg)](https://github.com/orailix/ride)
+
 RIDE Silver is the cleaned relational release of the RIDE dataset. It contains Belgian passenger railway operations from 2023 to 2025, organized as event, journey, infrastructure, operational-point, and weather tables.
 
 This release is intended as a reusable intermediate data layer. It can be used to inspect the underlying railway data, build alternative train-delay prediction tasks, construct model-specific datasets, or reproduce the RIDE Gold benchmark releases.
 
 ## Links
 
+- Paper: https://arxiv.org/abs/2606.05070
 - Code repository: https://github.com/orailix/ride
-- Paper: TODO, to be added after publication
 
 ## Files
 
@@ -105,4 +108,13 @@ RIDE Silver is released under CC BY 4.0.
 
 ## Citation
 
-TODO
+```bibtex
+@misc{elliker2026rideopendatasetbenchmark,
+      title={RIDE: An Open Dataset and Benchmark for Train Delay Prediction},
+      author={Clément Elliker and Mathis Le Bail and Clément Mantoux and Jesse Read and Sonia Vanier},
+      year={2026},
+      eprint={2606.05070},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2606.05070},
+}