update citation

app.py

@@ -390,15 +390,15 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
             gr.Markdown("## Citation")
             # make citation as code block
             gr.Markdown(
-                """
+                r"""
                 If you use TiRex in your research, please cite our work:
                 ```
-                @article{auerTiRexZeroShotForecasting2025,
+                @inproceedings{auer:25tirex,
                 title = {{{TiRex}}: {{Zero-Shot Forecasting Across Long}} and {{Short Horizons}} with {{Enhanced In-Context Learning}}},
-                author = {Auer, Andreas and Podest, Patrick and Klotz, Daniel and B{\"o}ck, Sebastian and Klambauer, G{\"u}nter and Hochreiter, Sepp},
-                journal = {ArXiv},
-                volume = {2505.23719},   
-                year = {2025}
+                author = {Andreas Auer and Patrick Podest and Daniel Klotz and Sebastian B{\"o}ck and G{\"u}nter Klambauer and Sepp Hochreiter},
+                booktitle = {The Thirty-Ninth Annual Conference on Neural Information Processing Systems},
+                year = {2025},
+                url = {https://arxiv.org/abs/2505.23719},
                 }
                 ```
                 """
@@ -445,4 +445,4 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
 gradio app.py
 ssh -L 7860:localhost:7860 nikita_blago@oracle-gpu-controller -t \
    ssh -L 7860:localhost:7860 compute-permanent-node-303
-'''
+'''