diff --git a/test/test_vmas.py b/test/test_vmas.py
index 9069ff3a..07141a4c 100644
--- a/test/test_vmas.py
+++ b/test/test_vmas.py
@@ -2,7 +2,14 @@
 
 import pytest
 
-from benchmarl.algorithms import algorithm_config_registry, MappoConfig, QmixConfig
+from benchmarl.algorithms import (
+    algorithm_config_registry,
+    IppoConfig,
+    MaddpgConfig,
+    MappoConfig,
+    MasacConfig,
+    QmixConfig,
+)
 from benchmarl.algorithms.common import AlgorithmConfig
 from benchmarl.environments import Task, VmasTask
 from benchmarl.experiment import Experiment
@@ -50,3 +57,27 @@ def test_reloading_trainer(
             experiment_config=experiment_config,
             task=task.get_from_yaml(),
         )
+
+    @pytest.mark.parametrize(
+        "algo_config", [QmixConfig, IppoConfig, MaddpgConfig, MasacConfig]
+    )
+    @pytest.mark.parametrize("task", [VmasTask.NAVIGATION])
+    @pytest.mark.parametrize("share_params", [True, False])
+    def test_share_policy_params(
+        self,
+        algo_config: AlgorithmConfig,
+        task: Task,
+        share_params,
+        experiment_config,
+        mlp_sequence_config,
+    ):
+        experiment_config.share_policy_params = share_params
+        task = task.get_from_yaml()
+        experiment = Experiment(
+            algorithm_config=algo_config.get_from_yaml(),
+            model_config=mlp_sequence_config,
+            seed=0,
+            config=experiment_config,
+            task=task,
+        )
+        experiment.run()