diff --git a/.github/workflows/testing-cron.yml b/.github/workflows/testing-cron.yml
index b995e17..f5522fb 100644
--- a/.github/workflows/testing-cron.yml
+++ b/.github/workflows/testing-cron.yml
@@ -16,7 +16,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
         
     steps:
     - uses: actions/checkout@v3
@@ -28,9 +28,9 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install torch==2.1.0 --index-url https://download.pytorch.org/whl/cpu
+        pip install torch==2.2.0 --index-url https://download.pytorch.org/whl/cpu
         pip install torch_geometric
-        pip install torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-2.1.0+cpu.html
+        pip install torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-2.2.0+cpu.html
         pip install pytest
         pip install coverage
         pip install coveralls
diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
index 06b11d0..5061c88 100644
--- a/.github/workflows/testing.yml
+++ b/.github/workflows/testing.yml
@@ -21,7 +21,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
         
     steps:
     - uses: actions/checkout@v3
@@ -33,9 +33,9 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install torch==2.1.0 --index-url https://download.pytorch.org/whl/cpu
+        pip install torch==2.2.0 --index-url https://download.pytorch.org/whl/cpu
         pip install torch_geometric
-        pip install torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-2.1.0+cpu.html
+        pip install torch_scatter torch_sparse torch_cluster torch_spline_conv -f https://data.pyg.org/whl/torch-2.2.0+cpu.html
         pip install pytest
         pip install coverage
         pip install coveralls
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 26dea22..b58c1c8 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -6,7 +6,7 @@ sphinx:
 build:
   os: ubuntu-22.04
   tools:
-    python: "3.8"
+    python: "3.12"
 
 formats:
    - pdf
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 7776b01..54c0c49 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,12 +1,12 @@
 # dependencies required for documentation
 furo
-https://download.pytorch.org/whl/cpu/torch-2.1.0%2Bcpu-cp38-cp38-linux_x86_64.whl
+https://download.pytorch.org/whl/cpu/torch-2.2.0%2Bcpu-cp312-cp312-linux_x86_64.whl
 torch_geometric
-https://data.pyg.org/whl/torch-2.1.0%2Bcpu/pyg_lib-0.3.1%2Bpt21cpu-cp38-cp38-linux_x86_64.whl
-https://data.pyg.org/whl/torch-2.1.0%2Bcpu/torch_cluster-1.6.3%2Bpt21cpu-cp38-cp38-linux_x86_64.whl
-https://data.pyg.org/whl/torch-2.1.0%2Bcpu/torch_scatter-2.1.2%2Bpt21cpu-cp38-cp38-linux_x86_64.whl
-https://data.pyg.org/whl/torch-2.1.0%2Bcpu/torch_sparse-0.6.18%2Bpt21cpu-cp38-cp38-linux_x86_64.whl
-https://data.pyg.org/whl/torch-2.1.0%2Bcpu/torch_spline_conv-1.2.2%2Bpt21cpu-cp38-cp38-linux_x86_64.whl
+https://data.pyg.org/whl/torch-2.2.0%2Bcpu/pyg_lib-0.4.0%2Bpt22cpu-cp312-cp312-linux_x86_64.whl
+https://data.pyg.org/whl/torch-2.2.0%2Bcpu/torch_cluster-1.6.3%2Bpt22cpu-cp312-cp312-linux_x86_64.whl
+https://data.pyg.org/whl/torch-2.2.0%2Bcpu/torch_scatter-2.1.2%2Bpt22cpu-cp312-cp312-linux_x86_64.whl
+https://data.pyg.org/whl/torch-2.2.0%2Bcpu/torch_sparse-0.6.18%2Bpt22cpu-cp312-cp312-linux_x86_64.whl
+https://data.pyg.org/whl/torch-2.2.0%2Bcpu/torch_spline_conv-1.2.2%2Bpt22cpu-cp312-cp312-linux_x86_64.whl
 setuptools
 sphinxcontrib-bibtex
 matplotlib