Update README.md

README.md

@@ -12,4 +12,19 @@ tags:
 language:
 - en
 pretty_name: DSGym-Tasks
----
+---
+
+## Attribution
+
+If you find our work useful, please cite our paper:
+```
+@misc{nie2026dsgym,
+      title={DSGym: A Holistic Framework for Evaluating and Training Data Science Agents}, 
+      author={Fan Nie and Junlin Wang and Harper Hua and Federico Bianchi and Yongchan Kwon and Zhenting Qi and Owen Queen and Shang Zhu and James Zou},
+      year={2026},
+      eprint={2601.16344},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2601.16344}, 
+}
+```