Update app.py

app.py

@@ -164,15 +164,32 @@ def update_ito_output(all_results, selected_step):
 
 """ APP display """
 with gr.Blocks() as demo:
-    gr.Markdown("# ITO-Master: Inference Time Optimization for Mastering Style Transfer")
+    # gr.Markdown("# ITO-Master: Inference Time Optimization for Mastering Style Transfer")
+    # with gr.Row():
+    #     gr.Markdown("Interactive demo of **ITO-Master: Inference Time Optimization for Audio Effects Modeling of Music Mastering Processors**. (ISMIR 2025) \
+    #                 The mastering style transfer is performed by a differentiable audio processing model, and the predicted parameters are shown as the output. \
+    #                 Perform mastering style transfer with an input source audio and a reference mastering style audio. On top of this result, you can perform ITO to optimize the reference embedding $z_{ref}$ to further gain control over the output mastering style.\n\n"
+    #                 "**🔗 GitHub Source Code:** [SonyResearch/ITO-Master](https://github.com/SonyResearch/ITO-Master)"
+    #                )
+    #     gr.Image("ito_new.png", width=500, height=300, label="ITO pipeline")
+    gr.HTML("""
+        <script type="text/javascript"
+            async
+            src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js">
+        </script>
+        <h1>ITO-Master: Inference Time Optimization for Mastering Style Transfer</h1>
+        <p>
+            Interactive demo of <strong>ITO-Master: Inference Time Optimization for Audio Effects Modeling of Music Mastering Processors</strong>. (ISMIR 2025).
+            The mastering style transfer is performed by a differentiable audio processing model, and the predicted parameters are shown as the output.
+            Perform mastering style transfer with an input source audio and a reference mastering style audio.
+            On top of this result, you can perform ITO to optimize the reference embedding \( z_{ref} \) to further gain control over the output mastering style.
+        </p>
+        <p><strong>🔗 GitHub Source Code:</strong> <a href="https://github.com/SonyResearch/ITO-Master" target="_blank">SonyResearch/ITO-Master</a></p>
+    """)
     with gr.Row():
-        gr.Markdown("Interactive demo of Inference Time Optimization (ITO) for Audio Effects Modeling of Music Mastering Processors. (ISMIR 2025) \
-                    The mastering style transfer is performed by a differentiable audio processing model, and the predicted parameters are shown as the output. \
-                    Perform mastering style transfer with an input source audio and a reference mastering style audio. On top of this result, you can perform ITO to optimize the reference embedding $z_{ref}$ to further gain control over the output mastering style.\n\n"
-                    "**🔗 GitHub Source Code:** [SonyResearch/ITO-Master](https://github.com/SonyResearch/ITO-Master)"
-                   )
         gr.Image("ito_new.png", width=500, height=300, label="ITO pipeline")
 
+    
     gr.Markdown("## Step 1: Mastering Style Transfer")
 
     with gr.Tab("Upload Audio"):