diff --git a/docker_images.txt b/docker_images.txt
index 26ece56..ea10276 100644
--- a/docker_images.txt
+++ b/docker_images.txt
@@ -50,6 +50,7 @@ hub.opensciencegrid.org/htc/deeplabcut:3.0.0rc4
 hub.opensciencegrid.org/htc/gromacs:2023.4
 hub.opensciencegrid.org/htc/gromacs:2024.2
 hub.opensciencegrid.org/htc/matlab-runtime:R2023a
+hub.opensciencegrid.org/htc/pytorch:2.3.1-cuda11.8
 hub.opensciencegrid.org/htc/rocky:8
 hub.opensciencegrid.org/htc/rocky:9
 hub.opensciencegrid.org/htc/rocky:8-cuda-11.0.3