diff --git a/README.md b/README.md
index 6c6e8b6..bf6e3ae 100644
--- a/README.md
+++ b/README.md
@@ -827,6 +827,7 @@ Once built, images will be saved to the same directory the command is invoked
 - [ ] train on a toy task, offer in colab
 - [ ] think about how best to design a declarative training config that handles preencoding for prior and training of multiple networks in decoder
 - [ ] extend diffusion head to use diffusion-gan (potentially using lightweight-gan) to speed up inference
+- [ ] bring in cross-scale embedding from iclr paper https://github.com/lucidrains/vit-pytorch/blob/main/vit_pytorch/crossformer.py#L14
 
 ## Citations