diff --git a/CHANGELOG.md b/CHANGELOG.md
index c73f297..7dbc5af 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,20 @@ This changelog is generated using [Towncrier](https://towncrier.readthedocs.io/)
 
 <!-- towncrier release notes start -->
 
+## [v3.2.0](https://github.com/Eventdisplay/Eventdisplay-ML/releases/tag/v3.2.0) - 2026-07-01
+
+### New Features
+
+- Add gamma/hadron classification training options to balance signal/background zenith-bin distributions and to omit `ze_bin` as a stress-test feature. Add zenith-uniformity summary metrics and multi-training comparison plots for gamma/hadron performance diagnostics. ([#72](https://github.com/Eventdisplay/Eventdisplay-ML/pull/72))
+- Introduce `--model_prefix_high_multiplicity` parameter for stereo analysis to use different models for 2-tel and >2-tel multiplicity events. ([#73](https://github.com/Eventdisplay/Eventdisplay-ML/pull/73))
+- Change training weights for stereo reconstruction, to avoid extreme weights leading to early training abortion. ([#74](https://github.com/Eventdisplay/Eventdisplay-ML/pull/74))
+
+### Maintenance
+
+- Reduce peak memory usage during chunked data loading and regression training. ([#70](https://github.com/Eventdisplay/Eventdisplay-ML/pull/70))
+- Address numpy deprecation warnings. ([#71](https://github.com/Eventdisplay/Eventdisplay-ML/pull/71))
+
+
 ## [v3.1.0](https://github.com/Eventdisplay/Eventdisplay-ML/releases/tag/v3.1.0) - 2026-06-10
 
 ### Bugfixes
diff --git a/CITATION.cff b/CITATION.cff
index 010928e..c7d8942 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -4,8 +4,8 @@ cff-version: 1.2.0
 message: If you use this software, please cite it using these metadata.
 title: "Eventdisplay-ML: a machine learning toolkit for Eventdisplay"
 doi: 10.5281/zenodo.18117884
-version: 3.1.0
-date-released: 2026-06-10
+version: 3.2.0
+date-released: 2026-07-01
 keywords:
 - "gamma-ray astronomy"
 - "astronomy software"
diff --git a/docs/changes/70.maintenance.md b/docs/changes/70.maintenance.md
deleted file mode 100644
index dc54b72..0000000
--- a/docs/changes/70.maintenance.md
+++ /dev/null
@@ -1 +0,0 @@
-Reduce peak memory usage during chunked data loading and regression training.
diff --git a/docs/changes/71.maintenance.md b/docs/changes/71.maintenance.md
deleted file mode 100644
index 1981a14..0000000
--- a/docs/changes/71.maintenance.md
+++ /dev/null
@@ -1 +0,0 @@
-Address numpy deprecation warnings.
diff --git a/docs/changes/72.feature.md b/docs/changes/72.feature.md
deleted file mode 100644
index c5c256c..0000000
--- a/docs/changes/72.feature.md
+++ /dev/null
@@ -1 +0,0 @@
-Add gamma/hadron classification training options to balance signal/background zenith-bin distributions and to omit `ze_bin` as a stress-test feature. Add zenith-uniformity summary metrics and multi-training comparison plots for gamma/hadron performance diagnostics.
diff --git a/docs/changes/73.feature.md b/docs/changes/73.feature.md
deleted file mode 100644
index f1ba23c..0000000
--- a/docs/changes/73.feature.md
+++ /dev/null
@@ -1 +0,0 @@
-Introduce `--model_prefix_high_multiplicity` parameter for stereo analyse to use different models for 2-tel and >2-tel multiplicity events.
diff --git a/docs/changes/74.feature.md b/docs/changes/74.feature.md
deleted file mode 100644
index 41a4fbf..0000000
--- a/docs/changes/74.feature.md
+++ /dev/null
@@ -1 +0,0 @@
-Change training weights for stereo reconstruction, to avoid extreme weights leading to early training abortion.