diff --git a/setup.py b/setup.py
index 7d07be523..5aacc47a3 100644
--- a/setup.py
+++ b/setup.py
@@ -60,9 +60,7 @@
 extras_require = {
     "gpu": [
         "nvidia-ml-py3>=7.352.0",
-        # TensorFlow compiled with CUDA 11.2, CuDNN 8.1
-        "tensorflow~=2.6.1;python_version=='3.6'",
-        "tensorflow~=2.7.0;python_version>='3.7'",
+        "tensorflow==2.8.4",  # FIXME: Temporarily pinned due to issue with TF version > 2.10.1 See #2018
         "tf-slim>=1.1.0",
         "torch>=1.13.1",  # for CUDA 11 support
         "fastai>=1.0.46,<2",
diff --git a/tests/ci/azureml_tests/test_groups.py b/tests/ci/azureml_tests/test_groups.py
index a1138e3df..9451c6826 100644
--- a/tests/ci/azureml_tests/test_groups.py
+++ b/tests/ci/azureml_tests/test_groups.py
@@ -69,23 +69,23 @@
         "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_FFM_iterator",  # 0.74s
         "tests/smoke/recommenders/recommender/test_newsrec_utils.py::test_news_iterator",  # 3.04s
         #
-        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_lightgcn",  # 6.03s
-        "tests/functional/examples/test_notebooks_gpu.py::test_lightgcn_deep_dive_functional",  # 19.45s
+        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_lightgcn",  # 6.03s # FIXME: Issue with TF version > 2.10.1 See #2018
+        "tests/functional/examples/test_notebooks_gpu.py::test_lightgcn_deep_dive_functional",  # 19.45s # FIXME: Issue with TF version > 2.10.1 See #2018
         #
-        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_sum",  # 27.23s
+        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_sum",  # 27.23s  # FIXME: Issue with TF version > 2.10.1 See #2018
         #
         "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_dkn",  # 187.20s
         "tests/functional/examples/test_notebooks_gpu.py::test_dkn_quickstart_functional",  # 1167.93s
         #
-        "tests/functional/examples/test_notebooks_gpu.py::test_slirec_quickstart_functional",  # 175.00s
-        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_slirec",  # 346.72s
+        "tests/functional/examples/test_notebooks_gpu.py::test_slirec_quickstart_functional",  # 175.00s   # FIXME: Issue with TF version > 2.10.1 See #2018
+        "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_slirec",  # 346.72s  # FIXME: Issue with TF version > 2.10.1 See #2018
     ],
     "group_gpu_002": [  # Total group time: 1896.76s
         "tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm",  # 0.76s (Always the first test to check the GPU works)
         "tests/smoke/recommenders/recommender/test_deeprec_model.py::test_model_xdeepfm",  # 3.10s
         # FIXME: https://github.com/microsoft/recommenders/issues/1883
         # "tests/smoke/examples/test_notebooks_gpu.py::test_xdeepfm_smoke",  # 77.93s
-        "tests/functional/examples/test_notebooks_gpu.py::test_xdeepfm_functional",  # 470.11s
+        "tests/functional/examples/test_notebooks_gpu.py::test_xdeepfm_functional",  # FIXME: Issue with TF version > 2.10.1 See #2018
         #
         "tests/smoke/examples/test_notebooks_gpu.py::test_cornac_bivae_smoke",  # 67.84s
         "tests/functional/examples/test_notebooks_gpu.py::test_cornac_bivae_functional",  # 453.21s
@@ -420,12 +420,12 @@
     ],
     "group_gpu_002": [  # Total group time:
         "tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm",  # 0.76s (Always the first test to check the GPU works)
-        "tests/unit/recommenders/models/test_deeprec_model.py::test_xdeepfm_component_definition",
+        "tests/unit/recommenders/models/test_deeprec_model.py::test_xdeepfm_component_definition",  # FIXME: Issue with TF version > 2.10.1 See #2018
         "tests/unit/recommenders/models/test_deeprec_model.py::test_dkn_component_definition",
         "tests/unit/recommenders/models/test_deeprec_model.py::test_dkn_item2item_component_definition",
-        "tests/unit/recommenders/models/test_deeprec_model.py::test_slirec_component_definition",
+        "tests/unit/recommenders/models/test_deeprec_model.py::test_slirec_component_definition",  # FIXME: Issue with TF version > 2.10.1 See #2018
         "tests/unit/recommenders/models/test_deeprec_model.py::test_nextitnet_component_definition",
-        "tests/unit/recommenders/models/test_deeprec_model.py::test_sum_component_definition",
+        "tests/unit/recommenders/models/test_deeprec_model.py::test_sum_component_definition",  # FIXME: Issue with TF version > 2.10.1 See #2018
         "tests/unit/recommenders/models/test_deeprec_model.py::test_lightgcn_component_definition",
         "tests/unit/recommenders/models/test_deeprec_utils.py::test_prepare_hparams",
         "tests/unit/recommenders/models/test_deeprec_utils.py::test_load_yaml_file",
@@ -443,7 +443,7 @@
     "group_notebooks_gpu_002": [  # Total group time: 241.15s
         "tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm",  # 0.76s (Always the first test to check the GPU works)
         "tests/unit/examples/test_notebooks_gpu.py::test_wide_deep",
-        "tests/unit/examples/test_notebooks_gpu.py::test_xdeepfm",
+        "tests/unit/examples/test_notebooks_gpu.py::test_xdeepfm",  # FIXME: Issue with TF version > 2.10.1 See #2018
         "tests/unit/examples/test_notebooks_gpu.py::test_gpu_vm",
     ],
 }
diff --git a/tests/security/test_dependency_security.py b/tests/security/test_dependency_security.py
index d706f9471..82a4f0596 100644
--- a/tests/security/test_dependency_security.py
+++ b/tests/security/test_dependency_security.py
@@ -33,7 +33,8 @@ def test_pandas():
 def test_tensorflow():
     # Security issue: https://github.com/advisories/GHSA-w5gh-2wr2-pm6g
     # Security issue: https://github.com/advisories/GHSA-r6jx-9g48-2r5r
-    assert tf.__version__ >= "2.5.1"
+    # Security issue: https://github.com/advisories/GHSA-xxcj-rhqg-m46g
+    assert tf.__version__ >= "2.8.4"
 
 
 @pytest.mark.gpu
diff --git a/tests/smoke/recommenders/recommender/test_deeprec_model.py b/tests/smoke/recommenders/recommender/test_deeprec_model.py
index ead368485..81e6f589c 100644
--- a/tests/smoke/recommenders/recommender/test_deeprec_model.py
+++ b/tests/smoke/recommenders/recommender/test_deeprec_model.py
@@ -4,6 +4,9 @@
 import os
 import pytest
 
+from recommenders.datasets import movielens
+from recommenders.datasets.python_splitters import python_stratified_split
+
 try:
     import tensorflow as tf
     from recommenders.models.deeprec.deeprec_utils import (
@@ -24,8 +27,7 @@
     )
     from recommenders.models.deeprec.models.graphrec.lightgcn import LightGCN
     from recommenders.models.deeprec.DataModel.ImplicitCF import ImplicitCF
-    from recommenders.datasets import movielens
-    from recommenders.datasets.python_splitters import python_stratified_split
+
 except ImportError:
     pass  # disable error while collecting tests for non-gpu environments