Update README.md

README.md

@@ -111,11 +111,13 @@ print("Gate routing probabilities:", gate_probs)
 If you use this model or architecture in your research, please cite:
 
 ```bibtex
-@misc{hecto2025,
-  title={Hecto: Modular Sparse Experts for Adaptive and Interpretable Reasoning},
-  author={Pandey, Sanskar and Chopra, Ruhaan and Bhat, Saad and Abhyudaya, Ark},
-  year={2025},
-  url={https://huggingface.co/ruhzi/hecto-ffnn-gru}
+@article{pandey2025hecto,
+  title = {Hecto: Modular Sparse Experts for Adaptive and Interpretable Reasoning},
+  author = {Pandey, Sanskar and Chopra, Ruhaan and Bhat, Saad Murtaza and Abhyudaya, Ark},
+  journal = {arXiv preprint arXiv:2506.22919},
+  year = {2025},
+  month = {June},
+  note = {Version 1 submitted June 28, 2025; version 2 updated July 1, 2025}
 }