[release] CHANGELOG.md: list changes for v0.31.1

For golang/vscode-go#2060

Change-Id: I9f04c64de4b1816f24d8124b4e4a20d3cde05809
Reviewed-on: https://go-review.googlesource.com/c/vscode-go/+/384114
Trust: Hyang-Ah Hana Kim <hyangah@gmail.com>
Run-TryBot: Hyang-Ah Hana Kim <hyangah@gmail.com>
TryBot-Result: kokoro <noreply+kokoro@google.com>
Reviewed-by: Robert Findley <rfindley@google.com>
(cherry picked from commit 5b290fab4ae95023f09ca1cbbf3b73411d86752c)
Reviewed-on: https://go-review.googlesource.com/c/vscode-go/+/384115
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f9542cc..4eadd57 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,11 @@
+## v0.31.1 - 8 Feb, 2022
+
+A list of all issues and changes can be found in the [v0.31.1 milestone](https://github.com/golang/vscode-go/milestone/44) and [commit history](https://github.com/golang/vscode-go/compare/v0.31.0...v0.31.1).
+
+### Fixes
+- Fixed the profile functionality broken by VSCode 1.63 ([Issue 2048](https://github.com/golang/vscode-go/issues/2048))
+- Include fuzz tests in test explorer UI ([Issue 2023](https://github.com/golang/vscode-go/issues/2023))
+
 ## v0.31.0 - 26 Jan, 2022
 
 A list of all issues and changes can be found in the [v0.31.0 milestone](https://github.com/golang/vscode-go/milestone/41) and [commit history](https://github.com/golang/vscode-go/compare/v0.30.0...v0.31.0).