diff --git a/CHANGELOG.md b/CHANGELOG.md
index b723f2875..e186c1beb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,12 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## [0.4.3] - TBD
+## [0.4.4] - TBD
+### Added
+
+### Changed
+
+## [0.4.3] - 2021-11-18
 
 ### Added
 - Sharded Grad Scaler works with cpu offload in mixed and full precision. [#831]
diff --git a/README.md b/README.md
index d822efdbf..87d846a7d 100644
--- a/README.md
+++ b/README.md
@@ -22,11 +22,12 @@ FairScale was designed with the following values in mind:
 
 ## What's New:
 
+* November 2021 [fairscale 0.4.3 was released](https://github.com/facebookresearch/fairscale/releases/tag/v0.4.3).
+* We have an experimental layer that fuses multiple layers together to support large vocab size trainings.
 * November 2021 [fairscale 0.4.2 was released](https://github.com/facebookresearch/fairscale/releases/tag/v0.4.2).
 * We have a new experimental API called the LayerwiseMemoryTracker to help track, visualize and suggest fixes for memory issues occurring during the forward/backward pass of your models.
 * Introducing SlowMoDistributedDataParallel API, a distributed training wrapper that is useful on clusters with slow network interconnects (e.g. Ethernet).
 * September 2021 [`master` branch renamed to `main`](https://github.com/github/renaming).
-* September 2021 [fairscale 0.4.1 was released](https://github.com/facebookresearch/fairscale/releases/tag/v0.4.1).
 
 ## Installation
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index afe87e4bd..d27160d10 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -25,11 +25,11 @@
 # -- Project information -----------------------------------------------------
 
 project = "FairScale"
-copyright = "2020-2021, Facebook AI Research"
-author = "Facebook AI Research"
+copyright = "2020-2021, Facebook/Meta AI Research"
+author = "Facebook/Meta AI Research"
 
 # The full version, including alpha/beta/rc tags
-release = "0.4.2"
+release = "0.4.3"
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/fairscale/__init__.py b/fairscale/__init__.py
index 73a71480c..1cdc869c9 100644
--- a/fairscale/__init__.py
+++ b/fairscale/__init__.py
@@ -4,7 +4,8 @@
 # LICENSE file in the root directory of this source tree.
 
 # Please update the doc version in docs/source/conf.py as well.
-__version__ = "0.4.2"
+__version_tuple__ = (0, 4, 3)
+__version__ = ".".join([str(x) for x in __version_tuple__])
 
 ################################################################################
 # Import most common subpackages
diff --git a/setup.py b/setup.py
index 2a890e09f..b427b3198 100644
--- a/setup.py
+++ b/setup.py
@@ -22,10 +22,12 @@ def fetch_requirements():
 # https://packaging.python.org/guides/single-sourcing-package-version/
 def find_version(version_file_path):
     with open(version_file_path) as version_file:
-        version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", version_file.read(), re.M)
+        version_match = re.search(r"^__version_tuple__ = (.*)", version_file.read(), re.M)
         if version_match:
-            return version_match.group(1)
-        raise RuntimeError("Unable to find version string.")
+            ver_tup = eval(version_match.group(1))
+            ver_str = ".".join([str(x) for x in ver_tup])
+            return ver_str
+        raise RuntimeError("Unable to find version tuple.")
 
 
 extensions = []