Update app.py

app.py

@@ -42,7 +42,16 @@ except ImportError:
     # -------- PLACEHOLDERS so the Space can still run --------
     print("Warning: using placeholder values because src module imports failed.")
     CITATION_BUTTON_LABEL = "Citation"
-    CITATION_BUTTON_TEXT = "Please cite us if you use this benchmark…"
+    CITATION_BUTTON_TEXT = """@misc{qiang2025mledojointeractiveenvironmentsempowering,
+      title={MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering}, 
+      author={Rushi Qiang and Yuchen Zhuang and Yinghao Li and Dingu Sagar V K and Rongzhi Zhang and Changhao Li and Ian Shu-Hei Wong and Sherry Yang and Percy Liang and Chao Zhang and Bo Dai},
+      year={2025},
+      eprint={2505.07782},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2505.07782}, 
+    }"""
+    
     EVALUATION_QUEUE_TEXT = "Current evaluation queue:"
     TITLE = (
         "<h1 id=\"main-leaderboard-title\" align=\"center\">🏆 MLE-Dojo "