diff --git a/NEWS.md b/NEWS.md
index 55f4c96d..a2317290 100644
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+++ b/NEWS.md
@@ -8,6 +8,7 @@
 * [NamedTuples now work like Tuples](https://github.com/FluxML/Flux.jl/pull/603) when doing `mapleaves`.
 * 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).
 
 AD Changes: