Update README.md

README.md

@@ -89,8 +89,6 @@ These datasets provide rich scene diversity across:
 
 Our pipeline automatically constructs spatial supervision signals from 2D images while preserving geometric consistency and viewpoint awareness.
 
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-
 <!-- # 🚀 Sample Usage
 
 This section provides guidance on how to download the SpatialForge-10M annotations and the corresponding images.
@@ -109,3 +107,14 @@ huggingface-cli download SpatialForge/SpatialForge-10M \
   --local-dir ./SpatialForge-10M \
   --resume-download
  -->
+---
+
+```bibtex
+@article{liu2026spatialforge,
+  title={SpatialForge: Bootstrapping 3D-Aware Spatial Reasoning from Open-World 2D Images},
+  author={Liu, Zishan and Zang, Ruoxi and Zhang, Yanglin and Liu, Wei and Zhang, Yin and Yao, Jian and Zheng, Jiayin and Liu, Zhengzhe},
+  journal={arXiv preprint arXiv:2605.11462},
+  year={2026}
+}
+
+