updated citation

optimize_demo.py

@@ -391,8 +391,8 @@ def create_gradio_interface(plate_metadata, default_fields, data_xr, pixel_scale
     with gr.Blocks() as demo:
         gr.Markdown("# waveOrder Phase Reconstruction Demo")
         gr.Markdown(
-            "**Paper:** Chandler et al. (2024). *waveOrder: generalist framework for label-agnostic computational microscopy*. "
-            "[arXiv:2412.09775](https://arxiv.org/abs/2412.09775)\n\n"
+            "**Paper:** Chandler T., Ivanov I.E., Hirata-Miyasaki E., et al. \"WaveOrder: Physics-informed ML for auto-tuned multi-contrast computational microscopy from cells to organisms.\" "
+            "[arXiv:2412.09775](https://arxiv.org/abs/2412.09775) (2025)\n\n"
             "**GitHub Repository:** [mehta-lab/waveorder](https://github.com/mehta-lab/waveorder)"
         )
         gr.Markdown("---")
@@ -676,27 +676,3 @@ def _wire_event_handlers(
         inputs=[],
         outputs=[iteration_history, iteration_slider, iteration_info],
     )
-
-
-# ============================================================================
-# MAIN ENTRY POINT
-# ============================================================================
-
-if __name__ == "__main__":
-    # Initialize single FOV data
-    data_xr, pixel_scales = initialize_single_fov()
-
-    # Create and launch interface
-    demo = create_gradio_interface(data_xr, pixel_scales)
-
-    print("\n" + "=" * 60)
-    print("Starting Gradio Phase Reconstruction Viewer")
-    print("=" * 60)
-    print("Open your browser to the URL shown below")
-    print("=" * 60 + "\n")
-
-    demo.launch(
-        share=False,  # Set to True to create public link
-        # server_name="0.0.0.0",  # Allow external access
-        server_port=Config.SERVER_PORT,
-    )