diff --git a/.github/workflows/mxnet.yml b/.github/workflows/mxnet.yml
index 7878df6a..ba4c2f82 100644
--- a/.github/workflows/mxnet.yml
+++ b/.github/workflows/mxnet.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.7', '3.8', '3.9', '3.10']
+        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11']
 
     steps:
     - uses: actions/checkout@v3
diff --git a/mxnet/requirements.txt b/mxnet/requirements.txt
index 0143cb1a..16110a7f 100644
--- a/mxnet/requirements.txt
+++ b/mxnet/requirements.txt
@@ -1,3 +1,3 @@
-mxnet
 numpy<1.24.0
+mxnet
 optuna