diff --git a/environments/ai_vs_ai/ml-agents b/environments/ai_vs_ai/ml-agents
--- a/environments/ai_vs_ai/ml-agents
+++ b/environments/ai_vs_ai/ml-agents
@@ -1 +1 @@
-Subproject commit 8bcedabd808ffb7097f88b800fc92dea82dfd610
+Subproject commit 8bcedabd808ffb7097f88b800fc92dea82dfd610-dirty
diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
index fb7bd62..1cf8adc 100644
--- a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
+++ b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
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diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip
index ade47c0..3e11ac4 100644
Binary files a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip and b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip differ
diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz
index c09117b..f9d6416 100644
Binary files a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz and b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz differ
diff --git a/environments/sample_factory/doom_healthgathering.ipynb b/environments/sample_factory/doom_healthgathering.ipynb
index a7be1b5..84985a6 100644
--- a/environments/sample_factory/doom_healthgathering.ipynb
+++ b/environments/sample_factory/doom_healthgathering.ipynb
@@ -1451,7 +1451,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -1465,7 +1465,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.10"
+   "version": "3.8.10"
   },
   "vscode": {
    "interpreter": {
di