diff --git a/README.md b/README.md
index 0f01950..cfe0f95 100644
--- a/README.md
+++ b/README.md
@@ -6,6 +6,8 @@ Implementation of <a href="https://openai.com/dall-e-2/">DALL-E 2</a>, OpenAI's
 
 This is SOTA for text-to-image now, but probably not for long.
 
+It may also explore an extension of using latent diffusion in the decoder
+
 ## Citations
 
 ```bibtex
@@ -15,3 +17,14 @@ This is SOTA for text-to-image now, but probably not for long.
     year    = {2022}
 }
 ```
+
+```bibtex
+@misc{rombach2021highresolution,
+    title   = {High-Resolution Image Synthesis with Latent Diffusion Models}, 
+    author  = {Robin Rombach and Andreas Blattmann and Dominik Lorenz and Patrick Esser and Björn Ommer},
+    year    = {2021},
+    eprint  = {2112.10752},
+    archivePrefix = {arXiv},
+    primaryClass = {cs.CV}
+}
+```