Add "BrowserGym Ecosystem" paper in the readme

README.md

@@ -236,8 +236,20 @@ python demo_agent/run_demo.py --help
 
 ## 📝 Citing This Work
 
-Please use the following BibTeX to cite our work:
+Please use the two following bibtex entries if you wish to cite BrowserGym:
+
 ```tex
+@article{
+    chezelles2025browsergym,
+    title={The BrowserGym Ecosystem for Web Agent Research},
+    author={Thibault Le Sellier de Chezelles and Maxime Gasse and Alexandre Lacoste and Massimo Caccia and Alexandre Drouin and L{\'e}o Boisvert and Megh Thakkar and Tom Marty and Rim Assouel and Sahar Omidi Shayegan and Lawrence Keunho Jang and Xing Han L{\`u} and Ori Yoran and Dehan Kong and Frank F. Xu and Siva Reddy and Graham Neubig and Quentin Cappart and Russ Salakhutdinov and Nicolas Chapados},
+    journal={Transactions on Machine Learning Research},
+    issn={2835-8856},
+    year={2025},
+    url={https://openreview.net/forum?id=5298fKGmv3},
+    note={Expert Certification}
+}
+
 @inproceedings{workarena2024,
     title = {{W}ork{A}rena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?},
     author = {Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H. and Del Verme, Manuel and Marty, Tom and Vazquez, David and Chapados, Nicolas and Lacoste, Alexandre},
@@ -252,3 +264,9 @@ Please use the following BibTeX to cite our work:
     url = {https://proceedings.mlr.press/v235/drouin24a.html},
 }
 ```
+
+Here is an example of how they can be used:
+
+```tex
+We use the BrowserGym framework for our experiments \cite{workarena2024,chezelles2025browsergym}.
+```