diff --git a/.github/workflows/check-formatting.yml b/.github/workflows/check-formatting.yml
index b9367854..6228ea79 100644
--- a/.github/workflows/check-formatting.yml
+++ b/.github/workflows/check-formatting.yml
@@ -22,7 +22,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
     - name: List existing Python packages
diff --git a/.github/workflows/docs-publish.yml b/.github/workflows/docs-publish.yml
index f3aac5d4..27f52982 100644
--- a/.github/workflows/docs-publish.yml
+++ b/.github/workflows/docs-publish.yml
@@ -58,7 +58,7 @@ jobs:
         sudo apt update
         sudo apt install build-essential ffmpeg libsm6 libxext6 libsndfile1 wget -y
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip' # caching pip dependencies
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index ea0739d3..e155d2da 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -26,7 +26,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: '3.x'
         cache: 'pip' # caching pip dependencies
diff --git a/.github/workflows/run-pytest.yml b/.github/workflows/run-pytest.yml
index e6827c37..1bde8af8 100644
--- a/.github/workflows/run-pytest.yml
+++ b/.github/workflows/run-pytest.yml
@@ -49,7 +49,7 @@ jobs:
         ruby-version: '3.0' # Not needed with a .ruby-version file
         bundler-cache: true # runs 'bundle install' and caches installed gems automatically
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip' # caching pip dependencies
diff --git a/.github/workflows/test-databases.yml b/.github/workflows/test-databases.yml
index b78076e0..803a85e7 100644
--- a/.github/workflows/test-databases.yml
+++ b/.github/workflows/test-databases.yml
@@ -44,7 +44,7 @@ jobs:
         ruby-version: '3.0' # Not needed with a .ruby-version file
         bundler-cache: true # runs 'bundle install' and caches installed gems automatically
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip' # caching pip dependencies
diff --git a/.github/workflows/test-models.yml b/.github/workflows/test-models.yml
index d804832e..3f82cfea 100644
--- a/.github/workflows/test-models.yml
+++ b/.github/workflows/test-models.yml
@@ -39,7 +39,7 @@ jobs:
         sudo apt update
         sudo apt install build-essential ffmpeg libsm6 libxext6 libsndfile1 git -y
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip' # caching pip dependencies
diff --git a/.github/workflows/test-ppl.yml b/.github/workflows/test-ppl.yml
index 07ef0699..1b6f6777 100644
--- a/.github/workflows/test-ppl.yml
+++ b/.github/workflows/test-ppl.yml
@@ -39,7 +39,7 @@ jobs:
         sudo apt update
         sudo apt install build-essential ffmpeg libsm6 libxext6 libsndfile1 git -y
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip' # caching pip dependencies