Update README.md

README.md

@@ -137,12 +137,10 @@ bash run.sh --baseline tds --device cuda:0
 ## Citation
 
 ```bibtex
-@inproceedings{
-cao2026tdb,
-title={{TD}3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation},
-author={Hanqun Cao and Aastha Pal and Sophia Tang and Yinuo Zhang and Jingjie Zhang and Pheng-Ann Heng and Pranam Chatterjee},
-booktitle={Learning Meaningful Representations of Life (LMRL) Workshop at ICLR 2026},
-year={2026},
-url={https://openreview.net/forum?id=uMUicLylVp}
+@article{cao2026td3b,
+  title={TD3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation},
+  author={Cao, Hanqun and Pal, Aastha and Tang, Sophia and Zhang, Yinuo and Zhang, Jingjie and Heng, Pheng Ann and Chatterjee, Pranam},
+  journal={arXiv preprint arXiv:2605.09810},
+  year={2026}
 }
 ```