diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 20caca291..e21c844a0 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -64,7 +64,7 @@ jobs:
         os: [ubuntu-latest, windows-latest]
         arch: [x86_64, aarch64]
         cuda_version:
-          ["11.7.1", "11.8.0", "12.0.1", "12.1.1", "12.2.2", "12.3.2", "12.4.1", "12.5.1", "12.6.3", "12.8.0"]
+          ["11.7.1", "11.8.0", "12.0.1", "12.1.1", "12.2.2", "12.3.2", "12.4.1", "12.5.1", "12.6.3", "12.8.1"]
         exclude:
           - os: windows-latest # This probably requires arm64 Windows agents
             arch: aarch64
@@ -78,7 +78,7 @@ jobs:
         if: startsWith(matrix.os, 'ubuntu')
         uses: docker/setup-qemu-action@v3
         # Windows: We install Cuda on the agent (slow)
-      - uses: Jimver/cuda-toolkit@v0.2.21
+      - uses: Jimver/cuda-toolkit@v0.2.22
         if: startsWith(matrix.os, 'windows')
         id: cuda-toolkit
         with: