diff --git a/NEWS.md b/NEWS.md
index 6f4758fe..bdbfb445 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -9,6 +9,7 @@
 * New "performance tips" [section of the docs](https://github.com/FluxML/Flux.jl/pull/615).
 * The training loop is [now more readable](https://github.com/FluxML/Flux.jl/pull/651) and better shows how to use the lower-level APIs.
 * New [AlphaDropout](https://github.com/FluxML/Flux.jl/pull/656).
+* 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).
 
 AD Changes: