diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 815dd0c..1d8003f 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -37,7 +37,7 @@ jobs:
         uses: actions/checkout@v4
       
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.9'
           cache: 'pip'
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 6fbceb6..d0fc6c0 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -16,7 +16,7 @@ jobs:
         uses: actions/checkout@v4
       
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.9'
           cache: 'pip'
@@ -83,7 +83,7 @@ jobs:
         uses: actions/checkout@v4
       
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.9'
           cache: 'pip'
diff --git a/.github/workflows/pr-validation.yml b/.github/workflows/pr-validation.yml
index 2f2d214..84b4a42 100644
--- a/.github/workflows/pr-validation.yml
+++ b/.github/workflows/pr-validation.yml
@@ -15,7 +15,7 @@ jobs:
         uses: actions/checkout@v4
       
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.10'
           cache: 'pip'