diff --git a/.github/actions/setup/action.yml b/.github/actions/setup/action.yml
index 7b2c33df..07d7dae4 100644
--- a/.github/actions/setup/action.yml
+++ b/.github/actions/setup/action.yml
@@ -6,7 +6,7 @@ inputs:
     default: '3.9'
   torch-version:
     required: false
-    default: '2.2.0'
+    default: '2.5.0'
   cuda-version:
     required: false
     default: cpu
diff --git a/.github/workflows/prev_testing.yml b/.github/workflows/prev_testing.yml
index 82e01fb6..92c341d5 100644
--- a/.github/workflows/prev_testing.yml
+++ b/.github/workflows/prev_testing.yml
@@ -14,7 +14,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        torch-version: [1.13.0, 2.0.0, 2.1.0, 2.2.0, 2.3.0]
+        torch-version: [1.13.0, 2.0.0, 2.1.0, 2.2.0, 2.3.0, 2.4.0]
 
     steps:
       - name: Checkout repository
diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
index f7eede60..e003cfb7 100644
--- a/.github/workflows/testing.yml
+++ b/.github/workflows/testing.yml
@@ -1,4 +1,4 @@
-name: Testing PyTorch 2.4
+name: Testing PyTorch 2.5
 
 on:  # yamllint disable-line rule:truthy
   push:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 257e28f4..54713bd8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -85,7 +85,7 @@ repos:
     hooks:
       - id: mypy
         name: Check types
-        additional_dependencies: [torch==2.4.0]
+        additional_dependencies: [torch==2.5.0]
         exclude: "^test/|^examples/|^benchmark/"
 
   - repo: https://github.com/executablebooks/mdformat
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 186684ba..fae9694b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 
 ### Added
 
+- Added support for PyTorch 2.5 ([#464](https://github.com/pyg-team/pytorch-frame/pull/464))
 - Added a benchmark script to compare PyTorch Frame with PyTorch Tabular ([#398](https://github.com/pyg-team/pytorch-frame/pull/398), [#444](https://github.com/pyg-team/pytorch-frame/pull/444))
 - Added `is_floating_point` method to `MultiNestedTensor` and `MultiEmbeddingTensor` ([#445](https://github.com/pyg-team/pytorch-frame/pull/445))
 - Added support for inferring `stype.categorical` from boolean columns in `utils.infer_series_stype` ([#421](https://github.com/pyg-team/pytorch-frame/pull/421))
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 0f487c7a..907cd381 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,2 +1,2 @@
-https://download.pytorch.org/whl/cpu/torch-2.4.1%2Bcpu-cp39-cp39-linux_x86_64.whl
+https://download.pytorch.org/whl/cpu/torch-2.5.0%2Bcpu-cp39-cp39-linux_x86_64.whl
 git+https://github.com/pyg-team/pyg_sphinx_theme.git