Update README.md

README.md

@@ -21,7 +21,7 @@ library_name: transformers
 
 
 <p align="center">
-  📃 <a href="https://arxiv.org" target="_blank">Paper</a> • 📝 <a href="https://arxiv.org" target="_blank">Wandb</a>
+  📃 <a href="https://arxiv.org/abs/2509.25176" target="_blank">Paper</a> • 📝 <a href="https://api.wandb.ai/links/teamsiri/isge4elx" target="_blank">Wandb</a>
 </p>
 
 ---
@@ -61,4 +61,14 @@ SIRI solves this trade-off by **iteratively alternating between compression and
 
 ## 📝 Citation
 
-```bibtex
+```bibtex
+@misc{wen2025siriscalingiterativereinforcement,
+      title={SIRI: Scaling Iterative Reinforcement Learning with Interleaved Compression}, 
+      author={Haoming Wen and Yushi Bai and Juanzi Li and Jie Tang},
+      year={2025},
+      eprint={2509.25176},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2509.25176}, 
+}
+```