Update app.py

app.py

@@ -213,7 +213,7 @@ def handle_example_click(example_index):
 
 # Gradio Interface
 with gr.Blocks(theme=gr.themes.Default()) as app:
-    gr.Markdown("# MLR- Copilot: Machine Learning Research based on LLM Agents")
+    gr.Markdown("# MLR- Copilot: Machine Learning Research based on LLM Agents [Paper Link](https://www.arxiv.org/abs/2408.14033)")
     gr.Markdown("###   ")
 
     gr.Markdown("MLR-Copilot is a framework where LLMs mimic researchers’ thought processes, designed to enhance the productivity of machine learning research by automating the generation and implementation of research ideas. It begins with a research paper, autonomously generating and validating these ideas, while incorporating human feedback to help reach executable research outcomes.")