Update app.py

app.py

@@ -164,11 +164,21 @@ def process_and_display(
     
     return modified_images
 
-
-
-with gr.Blocks(title="Image Concept Composition") as demo:
-        gr.Markdown("# IP Composer")
-        gr.Markdown("")
+# UI CSS
+css = """
+#col-container {
+    margin: 0 auto;
+    max-width: 960px;
+}
+"""
+
+with gr.Blocks(css=css) as demo:
+        gr.Markdown(f"""# IP Composer 🌅✚🖌️
+### compose new images with visual concepts
+following the algorithm proposed in [*Stable Flow: Vital Layers for Training-Free Image Editing* by Avrahami et al.](https://arxiv.org/pdf/2502.13951)
+
+[[project page](https://ip-composer.github.io/IP-Composer/) [[arxiv](https://arxiv.org/pdf/2502.13951)]
+        """)
         
         with gr.Row():
             with gr.Column():