diff --git a/src/diffusers/models/embeddings.py b/src/diffusers/models/embeddings.py
index 641944d67f..1a43994c11 100644
--- a/src/diffusers/models/embeddings.py
+++ b/src/diffusers/models/embeddings.py
@@ -1399,7 +1399,7 @@ class ImagePositionalEmbeddings(nn.Module):
     Converts latent image classes into vector embeddings. Sums the vector embeddings with positional embeddings for the
     height and width of the latent space.
 
-    For more details, see figure 10 of the dall-e paper: https://arxiv.org/abs/2102.12092
+    For more details, see figure 10 of the dall-e paper: https://huggingface.co/papers/2102.12092
 
     For VQ-diffusion: