diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8f2a410..8da28e8 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-latest]
-        python-version: ['3.7', '3.8', '3.9', '3.10'] # TODO '3.11-dev' waiting for scikit-learn compatibility
+        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11']
     runs-on: ${{matrix.os}}
     steps:
       - uses: actions/checkout@v3
diff --git a/.github/workflows/installation.yml b/.github/workflows/installation.yml
index 7cf3957..4675cdd 100644
--- a/.github/workflows/installation.yml
+++ b/.github/workflows/installation.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-latest]
-        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10'] # TODO '3.11-dev' waiting for scikit-learn compatibility
+        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10', '3.11']
     runs-on: ${{matrix.os}}
     continue-on-error: true
     steps:
diff --git a/.github/workflows/reproducible_research.yml b/.github/workflows/reproducible_research.yml
index f6f90ce..e3a3c1c 100644
--- a/.github/workflows/reproducible_research.yml
+++ b/.github/workflows/reproducible_research.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-latest]
-        python-version: [3.9]
+        python-version: ['3.11']
     runs-on: ${{matrix.os}}
     steps:
       - uses: actions/checkout@v3
diff --git a/tests/unit/foundations/annotations/test_annotations.py b/tests/unit/foundations/annotations/test_annotations.py
index fd53c6b..fd02fbe 100644
--- a/tests/unit/foundations/annotations/test_annotations.py
+++ b/tests/unit/foundations/annotations/test_annotations.py
@@ -26,6 +26,28 @@ def test_should_check_annotations_statistics():
     ]
 
 
+@pytest.mark.unit
+def test_should_filter_by_ids():
+    from gradgpad import annotations
+
+    selected_annotations = annotations.get_annotations_from_ids(
+        ["casia-fasd_test_release/1/6.avi"]
+    )
+
+    assert len(selected_annotations) == 1
+
+
+@pytest.mark.unit
+def test_should_filter_annotations_by_dataset():
+    from gradgpad import annotations
+
+    selected_annotations = annotations.get_annotations_filtered_by_datasets(
+        ["replay-mobile"]
+    )
+
+    assert len(selected_annotations) == 1030
+
+
 @pytest.fixture
 def expected_pseudo_random_ids_values():
     return [