Update app.py

app.py

@@ -143,7 +143,13 @@ def run_simulation(num_agents, battery_life):
 # 4. Gradio UI Configuration
 with gr.Blocks() as demo:
     gr.Markdown("# 🛸 D2OC: Density-Driven Optimal Control")
-    gr.Markdown("Interactive Demo for Decentralized Multi-Agent Coverage using Optimal Transport (OT) and Wasserstein Distance.")
+    gr.Markdown("""
+    ### Interactive Demo for Decentralized Multi-Agent Coverage
+    
+    **Official Publication:** [IEEE Transactions on Systems, Man, and Cybernetics: Systems (DOI: 10.1109/TSMC.2023.3328135)](https://doi.org/10.1109/TSMC.2023.3328135)
+    
+    **Preprint:** [arXiv:2511.12756](https://arxiv.org/abs/2511.12756)
+    """)
     with gr.Row():
         num_agents = gr.Slider(minimum=2, maximum=20, value=8, step=1, label="Number of Agents")
         bat_life = gr.Slider(minimum=5000, maximum=20000, value=8000, step=1000, label="Task Capacity (Battery Life)")