diff --git a/NEWS.md b/NEWS.md
index 681e701f..540ef726 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -12,6 +12,7 @@
 * New [AlphaDropout](https://github.com/FluxML/Flux.jl/pull/656).
 * [Data.Iris](https://github.com/FluxML/Flux.jl/pull/652) makes Fisher's Iris dataset available with `Iris.labels` and `Iris.features`.
 * New [InstanceNorm](https://github.com/FluxML/Flux.jl/pull/634), as popularized by [Instance Normalization: The Missing Ingredient for Fast Stylization](https://arxiv.org/abs/1607.08022).
+* New [GroupNorm](https://github.com/FluxML/Flux.jl/pull/696), as described in [Group Normalization](https://arxiv.org/abs/1803.08494).
 
 AD Changes:
 
diff --git a/docs/src/models/layers.md b/docs/src/models/layers.md
index 5d5bc5d9..d4c78b33 100644
--- a/docs/src/models/layers.md
+++ b/docs/src/models/layers.md
@@ -73,4 +73,5 @@ BatchNorm
 Dropout
 AlphaDropout
 LayerNorm
+GroupNorm
 ```