Update app.py

app.py

@@ -75,7 +75,9 @@ with gr.Blocks(css=css) as demo:
     
     with gr.Column(elem_id="col-container"):
         gr.Markdown(f"""
-        # FlashSD
+        # ⚡ FlashDiffusion: FlashSD ⚡
+        This is an interactive demo of [Flash Diffusion](https://huggingface.co/jasperai/flash-sd), a diffusion distillation method proposed in [ADD ARXIV]() *by Clément Chadebec, Onur Tasar and Benjamin Aubin.*
+        This model is a **26.4M** LoRA distilled version of [SD1.5](https://huggingface.co/runwayml/stable-diffusion-v1-5) model that is able to generate images in **2-4 steps**. 
         Currently running on {power_device}.
         """)