diff --git a/README.md b/README.md
index 0c2b15c7b..b2b32af3f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <a href="https://skpro.readthedocs.io/en/latest"><img src="https://github.com/sktime/skpro/blob/main/docs/source/images/skpro-banner.png" width="500" align="right" /></a>
 
-:rocket: **Version 2.3.1 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
+:rocket: **Version 2.3.2 out now!** [Read the release notes here.](https://skpro.readthedocs.io/en/latest/changelog.html).
 
 `skpro` is a library for supervised probabilistic prediction in python.
 It provides `scikit-learn`-like, `scikit-base` compatible interfaces to:
diff --git a/docs/source/_static/switcher.json b/docs/source/_static/switcher.json
index 7a1521c17..5c20f9708 100644
--- a/docs/source/_static/switcher.json
+++ b/docs/source/_static/switcher.json
@@ -5,7 +5,12 @@
     "url": "https://skpro.readthedocs.io/en/latest/"
   },
   {
-    "name": "2.3.1 (stable)",
+    "name": "2.3.2 (stable)",
+    "version": "stable",
+    "url": "https://skpro.readthedocs.io/en/v2.3.2/"
+  },
+  {
+    "name": "2.3.1",
     "version": "stable",
     "url": "https://skpro.readthedocs.io/en/v2.3.1/"
   },
diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index 7adf2bddd..4564fd16c 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -15,6 +15,92 @@ You can also subscribe to ``skpro``'s
 For planned changes and upcoming releases, see roadmap in the
 `issue tracker <https://github.com/sktime/skpro/issues>`_.
 
+
+[2.3.2] - 2024-06-22
+====================
+
+Highlights
+----------
+
+* ``GLM`` now supports multiple ``distributions`` and ``link`` function
+  (:pr:`384`) :user:`ShreeshaM07`
+* new metrics: interval width, area under calibration curve (:pr:`391`) :user:`fkiraly`
+* histogram distribution (:pr:`382`) :user:`ShreeshaM07`
+* new distributions with non-negative support:
+  Half Normal, Half Cauchy, Half Logistic, Log Laplace, Pareto
+  (:pr:`363`, :pr:`371`, :pr:`373`, :pr:`374`, :pr:`396`)
+  :user:`SaiRevanth25`, :user:`sukjingitsit`
+* mean-scale family of distributions, composable with any real distribution
+  (:pr:`282`) :user:`fkiraly`
+
+Enhancements
+~~~~~~~~~~~~
+
+Probability distributions
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [ENH] mean-scale family of distributions, composite (:pr:`282`) :user:`fkiraly`
+* [ENH] Half Normal Distribution (:pr:`363`) :user:`SaiRevanth25`
+* [ENH] Half Cauchy Distribution (:pr:`371`) :user:`SaiRevanth25`
+* [ENH] Half Logistic Distribution (:pr:`373`) :user:`SaiRevanth25`
+* [ENH] Log Laplace Distribution (:pr:`374`) :user:`SaiRevanth25`
+* [ENH] Histogram distribution (:pr:`382`) :user:`ShreeshaM07`
+* [ENH] Pareto distribution (:pr:`396`) :user:`sukjingitsit`
+
+Probabilistic regression
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [ENH] ``GLM`` with multiple ``distributions`` and ``link`` function support (:pr:`384`) :user:`ShreeshaM07`
+* [ENH] interval width and area under calibration curve metrics (:pr:`391`) :user:`fkiraly`
+
+Test framework
+~~~~~~~~~~~~~~
+
+* [ENH] Tests for polars support for estimators (:pr:`370`) :user:`julian-fong`
+
+Fixes
+~~~~~
+
+Probability distributions
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [BUG] fix ``test_methods_p`` logic when ``shuffle`` is ``True`` (:pr:`381`) :user:`ShreeshaM07`
+* [BUG] ensure ``index`` and ``columns`` are taken into account in broadcasting if ``bc_params`` are set (:pr:`403`) :user:`fkiraly`
+
+Probabilistic regression
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [BUG] bugfix when ``None`` was specified for ``max_iter`` parameter in sklearn regressors (:pr:`386`) :user:`julian-fong`
+
+Survival and time-to-event prediction
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* [BUG] bugfix on #387 - changed paramset 3 to use ``ConditionUncensored`` instead of ``CoxPH`` (:pr:`388`) :user:`julian-fong`
+
+Maintenance
+~~~~~~~~~~~
+
+* [MNT] Deprecation message for ``CyclicBoosting`` changes (:pr:`320`) :user:`setoguchi-naoki`
+* [MNT] make ``BaseArrayDistribution`` private (:pr:`401`) :user:`fkiraly`
+
+Documentation
+~~~~~~~~~~~~~
+
+* [DOC] fix typo in survival models API reference (:pr:`368`) :user:`fkiraly`
+* [DOC] add ``scipy`` reference to interfaced distributions (:pr:`379`) :user:`fkiraly`
+* [DOC] in API reference, order distributions by support (:pr:`400`) :user:`fkiraly`
+
+Contributors
+~~~~~~~~~~~~
+
+:user:`fkiraly`,
+:user:`julian-fong`,
+:user:`SaiRevanth25`,
+:user:`setoguchi-naoki`,
+:user:`ShreeshaM07`,
+:user:`sukjingitsit`
+
+
 [2.3.1] - 2024-05-26
 ====================
 
@@ -89,6 +175,9 @@ Contributors
 [2.3.0] - 2024-05-16
 ====================
 
+Highlights
+----------
+
 * new tutorial notebooks for survival prediction and probability distributions (:pr:`303`, :pr:`305`) :user:`fkiraly`
 * interface to ``ngboost`` probabilistic regressor and survival predictor (:pr:`215`, :pr:`301`, :pr:`309`, :pr:`332`) :user:`ShreeshaM07`
 * interface to Poisson regressor from ``sklearn`` (:pr:`213`) :user:`nilesh05apr`
diff --git a/pyproject.toml b/pyproject.toml
index 711715604..adbf59aea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "skpro"
-version = "2.3.1"
+version = "2.3.2"
 description = "A unified framework for probability distributions and probabilistic supervised regression"
 authors = [
     {name = "skpro developers", email = "sktime.toolbox@gmail.com"},
@@ -10,8 +10,6 @@ authors = [
 ]
 maintainers = [
     {name = "skpro developers", email = "sktime.toolbox@gmail.com"},
-    {name = "Franz Király"},
-    {name = "Frithjof Gressmann"},
 ]
 readme = "README.md"
 keywords = [
diff --git a/skpro/__init__.py b/skpro/__init__.py
index a06d27f24..efa465273 100644
--- a/skpro/__init__.py
+++ b/skpro/__init__.py
@@ -1,6 +1,6 @@
 """skpro."""
 
-__version__ = "2.3.1"
+__version__ = "2.3.2"
 
 __all__ = ["show_versions"]