Update README.md

README.md

@@ -58,6 +58,22 @@ meta_path = hf_hub_download(repo_id="elonlit/GeneJEPA",
 stats_path = hf_hub_download(repo_id="elonlit/GeneJEPA",
                              filename="global_stats.json")
 ```
-## Contact
 
-elonlit@biostate.ai
+## Paper and code
+
+- Paper (bioRxiv): [GeneJEPA: A Predictive World Model of the Transcriptome](https://doi.org/10.1101/2025.10.14.682378)
+ - GitHub: [BiostateAI/GeneJEPA](https://github.com/BiostateAI/GeneJEPA)
+
+## Citation
+
+```bibtex
+@article{GeneJEPA2025,
+  title     = {GeneJEPA: A Predictive World Model of the Transcriptome},
+  author    = {Litman, E. and Myers, T. and Agarwal, V. and Gopinath, A. and Li, O. and Mittal, E. and Kassis, T.},
+  journal   = {bioRxiv},
+  year      = {2025},
+  publisher = {Cold Spring Harbor Laboratory},
+  note      = {preprint},
+  doi       = {10.1101/2025.10.14.682378},
+}
+```