diff --git a/tests/doc/test_rst.py b/tests/doc/test_rst.py
index db4df51e..871d1c1c 100644
--- a/tests/doc/test_rst.py
+++ b/tests/doc/test_rst.py
@@ -4,6 +4,8 @@
 functions here to test them.
 """
 
+from pytest import mark
+
 
 def test_amp():
     import torch
@@ -198,12 +200,13 @@ def test_autogram():
     test_autogram()
 
 
+@mark.filterwarnings(
+    "ignore::DeprecationWarning", "ignore::lightning.fabric.utilities.warnings.PossibleUserWarning"
+)
 def test_lightning_integration():
     # Extra ----------------------------------------------------------------------------------------
     import logging
-    import warnings
 
-    warnings.filterwarnings("ignore")
     logging.disable(logging.INFO)
     # ----------------------------------------------------------------------------------------------
 
diff --git a/tests/unit/aggregation/test_values.py b/tests/unit/aggregation/test_values.py
index af523412..5fed3869 100644
--- a/tests/unit/aggregation/test_values.py
+++ b/tests/unit/aggregation/test_values.py
@@ -1,6 +1,4 @@
-import warnings
-
-from pytest import mark
+from pytest import mark, param
 from torch import Tensor, tensor
 from torch.testing import assert_close
 
@@ -98,7 +96,12 @@
     from torchjd.aggregation import NashMTL
 
     AGGREGATOR_PARAMETRIZATIONS.append(
-        (NashMTL(n_tasks=2), J_base, tensor([0.0542, 0.7061, 0.7061]))
+        param(
+            NashMTL(n_tasks=2),
+            J_base,
+            tensor([0.0542, 0.7061, 0.7061]),
+            marks=mark.filterwarnings("ignore::UserWarning"),
+        )
     )
 
 except ImportError:
@@ -109,9 +112,6 @@
 def test_aggregator_output(A: Aggregator, J: Tensor, expected_output: Tensor):
     """Test that the output values of an aggregator are fixed (on cpu)."""
 
-    if str(A).startswith("NashMTL"):
-        warnings.filterwarnings("ignore")
-
     assert_close(A(J), expected_output, rtol=0, atol=1e-4)