diff --git a/README.md b/README.md
index 10056c5..f6d8c26 100644
--- a/README.md
+++ b/README.md
@@ -27,8 +27,10 @@ As of 5/23/22, it is no longer SOTA. SOTA will be Justin Pinkney successfully trained the diffusion prior in the repository for his CLIP to Stylegan2 text-to-image application
## Pre-Trained Models
+
- LAION is training prior models. Checkpoints are available on 🤗huggingface and the training statistics are available on 🐝WANDB.
- Decoder - In-progress test run 🚧
+- Decoder - Another test run with sparse attention
- DALL-E 2 🚧
## Appreciation