diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8d8aea2f3..94c326f5c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,6 @@ All notable changes to this project will be documented in this file.
 
 The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 
-
 ## [xxx] - 2021-01-05
 
 ### Breaking
@@ -13,6 +12,21 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 ### Fixed
 
 
+## [0.5.3] - 2022-06-26
+### Added
+- [egs&tests] MixIT loss function (#595)
+### Changed
+- [docs] Update RTD version to 0.5.1
+### Fixed
+- [src] Fix FasNetTAC loading (#586)
+- [src] Fix device in padding for sudormrf.  Fix #598  (#603)
+- [docs] Fix deep_clustering_loss docs example (#607)
+- [src] Remove torch.complex32 usage for torch 1.11.0 (#609)
+- [egs] Fix package install script for WHAMR! (#613)
+- [src] Fix shape mismatching in SuDORMRF's masknn (#618)
+- [CI] Fix CI Restrict torchmetrics version to under 0.8.0 (#619)
+- [docs] Fix docs Restrict jinja2>=3.0.0,<3.1.0 (#620)
+
 ## [0.5.2] - 2021-12-06
 
 ### Added
diff --git a/asteroid/__init__.py b/asteroid/__init__.py
index c4c908989..8900b6bf9 100644
--- a/asteroid/__init__.py
+++ b/asteroid/__init__.py
@@ -4,7 +4,7 @@
 from .utils import deprecation_utils, torch_utils  # noqa
 
 project_root = str(pathlib.Path(__file__).expanduser().absolute().parent.parent)
-__version__ = "0.5.3rc0"
+__version__ = "0.5.3"
 
 
 def show_available_models():
diff --git a/setup.py b/setup.py
index adca95a90..92efe4e78 100644
--- a/setup.py
+++ b/setup.py
@@ -70,6 +70,7 @@ def find_version(*file_paths):
         "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
         "License :: OSI Approved :: MIT License",
         "Operating System :: OS Independent",
     ],