Update README.md

README.md

@@ -4,7 +4,7 @@ emoji: 🎵
 colorFrom: blue
 colorTo: purple
 sdk: gradio
-sdk_version: 4.0.0
+sdk_version: 5.45.0
 app_file: app.py
 pinned: false
 license: mit
@@ -111,11 +111,12 @@ The tool generates a ZIP file containing:
 If you use MAPSS in your research, please cite:
 
 ```bibtex
-@article{mapss2024,
-  title={MAPSS: Multi-source Audio Perceptual Separation Scores},
-  author={Your Name},
-  journal={arXiv preprint},
-  year={2024}
+@article{Ivry2025MAPSS,
+  title     = {MAPSS: Manifold-based Assessment of Perceptual Source Separation},
+  author    = {Ivry, Amir and Cornell, Samuele and Watanabe, Shinji},
+  journal   = {arXiv preprint arXiv:2509.09212},
+  year      = {2025},
+  url       = {https://arxiv.org/abs/2509.09212}
 }
 ```
 
@@ -133,4 +134,4 @@ Paper: CC-BY-4.0
 
 ## Support
 
-For issues, questions, or contributions, please visit the [GitHub repository](https://github.com/yourusername/mapss).
+For issues, questions, or contributions, please visit the [GitHub repository](https://github.com/yourusername/mapss).