Update README.md

README.md

@@ -17,5 +17,20 @@ Fucheng Warren Zhu, Connor T. Jerzak, Adel Daoud. Optimizing Multi-Scale Represe
 
 The app focuses on how varying the scale of Earth Observation (EO) inputs can affect conditional average treatment effect (CATE) estimation. It provides both a 2D heatmap and a 3D surface plot, helping researchers analyze how model performance metrics change with different multi-scale representations.
 
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Reference
+
+For more information, see arxiv.org/abs/2411.02134
+
+```
+@article{zhu2024encoding,
+  title={Optimizing Multi-Scale Representations to Detect Effect Heterogeneity Using Earth Observation and Computer Vision: Applications to Two Anti-Poverty RCTs},
+  author={Fucheng Warren Zhu and Connor T. Jerzak and Adel Daoud},
+  journal={Forthcoming in Proceedings of the Fourth Conference on Causal Learning and Reasoning (CLeaR), Proceedings of Machine Learning Research (PMLR)},
+  year={2025},
+  volume={},
+  pages={},
+  publisher={}
+}
+```