Update app.py

app.py

@@ -166,9 +166,11 @@ def update_ito_output(all_results, selected_step):
 with gr.Blocks() as demo:
     gr.Markdown("# ITO-Master: Inference Time Optimization for Mastering Style Transfer")
     with gr.Row():
-        gr.Markdown("Interactive demo of Inference Time Optimization (ITO) for Music Mastering Style Transfer. \
+        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.")
+                    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")