Update app.py

app.py

@@ -160,7 +160,7 @@ with gr.Blocks(theme=theme, css=css) as demo:
     with gr.Row():
         with gr.Column(scale=10):
             gr.Markdown(
-            """
+            f"""
             ## 🎶YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation
             ### Model card:
             - Model name: `{model_name}`
@@ -175,6 +175,21 @@ with gr.Blocks(theme=theme, css=css) as demo:
             - Currently running on CPU, and it takes longer than 3 minutes for a 30-second input. Please try [GPU-HuggingFace-demo](mimbres/YourMT3) for fast inference.
             - For acadmic reproduction purpose, we strongly recommend to use [Colab Demo](https://colab.research.google.com/drive/1AgOVEBfZknDkjmSRA7leoa81a2vrnhBG?usp=sharing) with multiple checkpoints.
             ### [Paper](https://arxiv.org/abs/2407.04822) [Code](https://github.com/mimbres/YourMT3)
+            <div style="display: inline-block;">
+                <a href="https://arxiv.org/abs/2407.04822">
+                    <img src="https://img.shields.io/badge/arXiv-B31B1B?logo=arxiv&logoColor=fff&style=plastic" alt="arXiv Badge"/>
+                </a>
+            </div>
+            <div style="display: inline-block;">
+                <a href="https://github.com/mimbres/YourMT3">
+                    <img src="https://img.shields.io/badge/GitHub-181717?logo=github&logoColor=fff&style=plastic" alt="GitHub Badge"/>
+                </a>
+            </div>
+            <div style="display: inline-block;">
+                <a href="https://colab.research.google.com/drive/1AgOVEBfZknDkjmSRA7leoa81a2vrnhBG?usp=sharing">
+                    <img src="https://img.shields.io/badge/Google%20Colab-F9AB00?logo=googlecolab&logoColor=fff&style=plastic"/>
+                </a>
+            </div>
             """)
 
     with gr.Group():