diff --git a/docs/source/en/api/pipelines/stable_diffusion/panorama.mdx b/docs/source/en/api/pipelines/stable_diffusion/panorama.mdx
index d9e969610e..e0c7747a01 100644
--- a/docs/source/en/api/pipelines/stable_diffusion/panorama.mdx
+++ b/docs/source/en/api/pipelines/stable_diffusion/panorama.mdx
@@ -25,12 +25,13 @@ Resources:
 * [Project Page](https://multidiffusion.github.io/).
 * [Paper](https://arxiv.org/abs/2302.08113).
 * [Original Code](https://github.com/omerbt/MultiDiffusion).
+* [Demo](https://huggingface.co/spaces/weizmannscience/MultiDiffusion).
 
 ## Available Pipelines:
 
-| Pipeline | Tasks
-|---|---|
-| [StableDiffusionPanoramaPipeline](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_panorama.py) | *Text-Guided Panorama View Generation* |
+| Pipeline | Tasks | Demo
+|---|---|:---:|
+| [StableDiffusionPanoramaPipeline](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_panorama.py) | *Text-Guided Panorama View Generation* | [🤗 Space](https://huggingface.co/spaces/weizmannscience/MultiDiffusion)) |
 
 <!-- TODO: add Colab -->
 
diff --git a/docs/source/en/api/pipelines/stable_diffusion/pix2pix_zero.mdx b/docs/source/en/api/pipelines/stable_diffusion/pix2pix_zero.mdx
index 47f080c98f..9f4f58af52 100644
--- a/docs/source/en/api/pipelines/stable_diffusion/pix2pix_zero.mdx
+++ b/docs/source/en/api/pipelines/stable_diffusion/pix2pix_zero.mdx
@@ -14,7 +14,7 @@ specific language governing permissions and limitations under the License.
 
 ## Overview
 
-[Zero-shot Image-to-Image Translation](https://arxiv.org/abs/2302.03027) by Gaurav Parmar, Krishna Kumar Singh, Richard Zhang, Yijun Li, Jingwan Lu, and Jun-Yan Zhu.
+[Zero-shot Image-to-Image Translation](https://arxiv.org/abs/2302.03027).
 
 The abstract of the paper is the following: