Update README.md

README.md

@@ -51,27 +51,17 @@ See [MODEL_ZOO.md](https://huggingface.co/autonomousvision/learn2splat/blob/main
 
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-## 🚀 Usage
-
-```python
-from transformers import AutoModel
-
-model_id = "autonomousvision/learn2splat"
-
-model = AutoModel.from_pretrained(model_id, trust_remote_code=True)
-model.eval()
-```
-
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-
 ## 📚 Citation
 
+If you find this project useful, please consider citing:
+
 ```bibtex
-@article{
-    pearl2026learn2splat, 
-    title={Learn2Splat: Extending the Horizon of Learned 3DGS Optimization}, 
-    author={Pearl, Naama and Esposito, Stefano and Xu, Haofei and Peleg, Amit and Gschossmann, Patricia and Porzi, Lorenzo and Kontschieder, Peter and Pons-Moll, Gerard and Geiger, Andreas}, 
-    journal={arXiv preprint},
-    year={2026} 
+@article{pearl2026learn2splat,
+  title   = {Learn2Splat: Extending the Horizon of Learned 3DGS Optimization},
+  author  = {Pearl, Naama and Esposito, Stefano and Xu, Haofei and Peleg, Amit and
+             Gschoßmann, Patricia and Porzi, Lorenzo and Kontschieder, Peter and
+             Pons-Moll, Gerard and Geiger, Andreas},
+  journal = {arXiv preprint arXiv:2605.15760},
+  year    = {2026}
 }
-```
+```