diff --git a/CHANGELOG.md b/CHANGELOG.md
index 29960ce4..9b1e8ca9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,10 @@ This documents the main changes to the `candle` crate.
 
 ## Unreleased
 ### Added
+- Stable Diffusion XL support
+  [647](https://github.com/huggingface/candle/pull/647).
+- Add the conv-transpose2d op
+  [635](https://github.com/huggingface/candle/pull/635).
 - Refactor the VarBuilder api
   [627](https://github.com/huggingface/candle/pull/627).
 - Add some quantization command
diff --git a/README.md b/README.md
index 45734a0e..15a7a1bb 100644
--- a/README.md
+++ b/README.md
@@ -54,7 +54,7 @@ Check out our [examples](./candle-examples/examples/):
 - [StarCoder](./candle-examples/examples/bigcode/): LLM specialized to code
   generation.
 - [Stable Diffusion](./candle-examples/examples/stable-diffusion/): text to
-  image generative model.
+  image generative model, support for the 1.5, 2.1, and SDXL 1.0 versions.
 - [DINOv2](./candle-examples/examples/dinov2/): computer vision model trained
   using self-supervision (can be used for imagenet classification, depth
   evaluation, segmentation).