Update app.py

app.py

@@ -448,7 +448,7 @@ def create_demo():
     with gr.Blocks(title="PyVision's Online Demo", css="div.prose * {color: black !important;}") as demo:
         gr.Markdown("# PyVision's Online Demo")
         gr.Markdown("Upload an image and ask a question to get a response via PyVision's dynamic tooling ability.")
-        gr.Markdown("[Project Page](https://agent-x.space/pyvision/), [Research Paper](https://example.com/pyvision-paper), [Inference Code](https://github.com/agents-x-project/PyVision)")
+        gr.Markdown("[Project Page](https://agent-x.space/pyvision/), [Research Paper](https://arxiv.org/abs/2507.07998), [Inference Code](https://github.com/agents-x-project/PyVision)")
         
         with gr.Row():
             with gr.Column(scale=1):