diff --git a/.github/assistant.py b/.github/assistant.py
index abe3d1136c4..168c090928c 100644
--- a/.github/assistant.py
+++ b/.github/assistant.py
@@ -32,6 +32,7 @@
     "3.8": "1.4",
     "3.9": "1.7.1",
     "3.10": "1.11",
+    "3.11": "1.13",
 }
 _path = lambda *ds: os.path.join(_PATH_ROOT, *ds)
 REQUIREMENTS_FILES = tuple(glob.glob(_path("requirements", "*.txt")) + [_path("requirements.txt")])
diff --git a/.github/workflows/ci-tests-full.yml b/.github/workflows/ci-tests-full.yml
index 64fb1be814c..bdd393c8919 100644
--- a/.github/workflows/ci-tests-full.yml
+++ b/.github/workflows/ci-tests-full.yml
@@ -37,12 +37,15 @@ jobs:
           - {os: 'ubuntu-22.04', python-version: '3.8', pytorch-version: '1.13.1'}
           - {os: 'ubuntu-22.04', python-version: '3.10', pytorch-version: '1.13.1'}
           - {os: 'ubuntu-22.04', python-version: '3.10', pytorch-version: '2.0.0'}
+          - {os: 'ubuntu-22.04', python-version: '3.11', pytorch-version: '2.0.0'}
           - {os: 'macOS-11', python-version: '3.8', pytorch-version: '1.13.1'}
           - {os: 'macOS-11', python-version: '3.9', pytorch-version: '1.13.1'}
           - {os: 'macOS-11', python-version: '3.10', pytorch-version: '2.0.0'}
+          - {os: 'macOS-11', python-version: '3.11', pytorch-version: '2.0.0'}
           - {os: 'windows-2022', python-version: '3.8', pytorch-version: '1.13.1'}
           - {os: 'windows-2022', python-version: '3.9', pytorch-version: '1.13.1'}
           - {os: 'windows-2022', python-version: '3.10', pytorch-version: '2.0.0'}
+          - {os: 'windows-2022', python-version: '3.11', pytorch-version: '2.0.0'}
           # the oldest configurations
           - {os: 'ubuntu-20.04', python-version: '3.8', pytorch-version: '1.8.1', requires: 'oldest'}
           - {os: 'macOS-11', python-version: '3.8', pytorch-version: '1.8.1', requires: 'oldest'}
@@ -78,8 +81,7 @@ jobs:
         sudo apt install -y ffmpeg dvipng texlive-latex-extra texlive-fonts-recommended cm-super
     - name: Setup Windows
       if: ${{ runner.os == 'windows' }}
-      run: |
-        choco install ffmpeg
+      run: choco install ffmpeg
 
     - name: source cashing
       uses: ./.github/actions/pull-caches
@@ -88,6 +90,11 @@ jobs:
         pytorch-version: ${{ matrix.pytorch-version }}
         pypi-dir: ${{ env.PYPI_CACHE }}
 
+    - name: Temp numba bump (for py3.11)
+      if: ${{ matrix.python-version == '3.11' }}
+      # ToDo: remove after full 0.57.0 release
+      run: pip install "numba~=0.57.0rc1"
+
     - name: Install pkg
       timeout-minutes: 25
       run: |
@@ -106,6 +113,7 @@ jobs:
       run: python -m pytest torchmetrics --reruns 3 --reruns-delay 2
 
     - name: Freeze PIL (hotfix)
+      if: ${{ matrix.python-version != '3.11' }}
       # import of PILLOW_VERSION which they recently removed in v9.0 in favor of __version__
       run: pip install "Pillow<9.0"  # It messes with torchvision
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7dc76dc46cd..09ea7465d5b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -79,6 +79,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Added support for plotting of aggregation metrics through `.plot()` method ([#1485](https://github.com/Lightning-AI/metrics/pull/1485))
 
 
+- Added support for python 3.11 ([#1612](https://github.com/Lightning-AI/metrics/pull/1612))
+
+
 - Added support for auto clamping of input for metrics that uses the `data_range` ([#1606](argument https://github.com/Lightning-AI/metrics/pull/1606))
 
 
diff --git a/setup.py b/setup.py
index 01174cbac94..2b2bd5c042d 100755
--- a/setup.py
+++ b/setup.py
@@ -230,5 +230,6 @@ def _prepare_extras(skip_files: Tuple[str] = ("devel.txt", "doctest.txt", "integ
             "Programming Language :: Python :: 3.8",
             "Programming Language :: Python :: 3.9",
             "Programming Language :: Python :: 3.10",
+            "Programming Language :: Python :: 3.11",
         ],
     )
diff --git a/src/torchmetrics/functional/text/infolm.py b/src/torchmetrics/functional/text/infolm.py
index 74c16bfdb54..e85e2d37591 100644
--- a/src/torchmetrics/functional/text/infolm.py
+++ b/src/torchmetrics/functional/text/infolm.py
@@ -137,7 +137,7 @@ def __init__(
         self.beta = beta or 0
 
     def __call__(self, preds_distribution: Tensor, target_distribtuion: Tensor) -> Tensor:
-        information_measure_function = getattr(self, f"_calculate_{self.information_measure}")
+        information_measure_function = getattr(self, f"_calculate_{self.information_measure.value}")
         return torch.nan_to_num(information_measure_function(preds_distribution, target_distribtuion))
 
     @staticmethod