diff --git a/README.md b/README.md
index 3b8d83a..36c668f 100644
--- a/README.md
+++ b/README.md
@@ -164,7 +164,7 @@ The table evaluates the frameworks in the following aspects:
 We provide a comparison to validate our implementation of TextGrad in Trace:
 
 <p align="center">
-    <img src="https://github.com/microsoft/Trace/blob/main/docs/images/compare_to_textgrad2.png" alt="drawing" width="100%"/>
+    <img src="https://github.com/microsoft/Trace/blob/main/docs/images/compare_to_textgrad3.png" alt="drawing" width="100%"/>
 </p>
 
 To produce this table, we ran the TextGrad pip-installed repo on 2024-10-30, and we also include the numbers reported in the TextGrad paper.
@@ -186,6 +186,19 @@ If you use this code in your research please cite the following [publication](ht
 }
 ```
 
+## Papers/Projects that Use Trace
+
+[Improving Parallel Program Performance Through DSL-Driven Code Generation with LLM Optimizers](https://arxiv.org/pdf/2410.15625)
+Work from Stanford, NVIDIA, Intel, Visa Research.
+```
+@article{wei2024improving,
+  title={Improving Parallel Program Performance Through DSL-Driven Code Generation with LLM Optimizers},
+  author={Wei, Anjiang and Nie, Allen and Teixeira, Thiago SFX and Yadav, Rohan and Lee, Wonchan and Wang, Ke and Aiken, Alex},
+  journal={arXiv preprint arXiv:2410.15625},
+  year={2024}
+}
+```
+
 ## Evaluation
 
 A previous version of Trace was tested with gpt-4-0125-preview on numerical optimization, simulated traffic control,
diff --git a/docs/images/compare_to_textgrad2.png b/docs/images/compare_to_textgrad2.png
deleted file mode 100644
index 97c100e..0000000
Binary files a/docs/images/compare_to_textgrad2.png and /dev/null differ
diff --git a/docs/images/compare_to_textgrad3.png b/docs/images/compare_to_textgrad3.png
new file mode 100644
index 0000000..73f2d2b
Binary files /dev/null and b/docs/images/compare_to_textgrad3.png differ