add paper name

app.py

@@ -231,14 +231,19 @@ with gr.Blocks(css=css) as demo:
     )
     gr.Markdown(
         """
-    ❗️❗️❗️**Tips:**
-    - You can upload one or more subject images for generating ID-specific video.
-    - Try different parameter combinations for the best generation quality.
-    - Usage explanations and demos: [Readme](https://huggingface.co/spaces/adaface-neurips/adaface-animate/blob/main/README2.md).
-    - AdaFace Text-to-Image: <a href="https://huggingface.co/spaces/adaface-neurips/adaface" style="display: inline-flex; align-items: center;">
+<b>Official demo</b> for our NeurIPS 2024 submission <b>AdaFace: A Versatile Face Encoder for Zero-Shot Diffusion Model Personalization</b>.<br>
+
+❗️**Tips**❗️
+- You can upload one or more subject images for generating ID-specific video.
+- Try different parameter combinations for the best generation quality.
+- Usage explanations and demos: [Readme](https://huggingface.co/spaces/adaface-neurips/adaface-animate/blob/main/README2.md).
+- AdaFace Text-to-Image: <a href="https://huggingface.co/spaces/adaface-neurips/adaface" style="display: inline-flex; align-items: center;">
   AdaFace 
   <img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-yellow" alt="Hugging Face Spaces" style="margin-left: 5px;">
   </a>
+
+**TODO:**
+- ControlNet integration.
         """
     )
 
@@ -324,7 +329,7 @@ with gr.Blocks(css=css) as demo:
                 )
             adaface_id_cfg_scale = gr.Slider(
                     label="AdaFace CFG Scale",
-                    info="The scale of the AdaFace ID embeddings (influencing fine facial features and details)",
+                    info="The CFG scale of the AdaFace ID embeddings (influencing fine facial features)",
                     minimum=0.5,
                     maximum=6,
                     step=0.25,