diff --git a/examples/materials/combined/run.sh b/examples/materials/combined/run.sh
index 7adf25d..9658f42 100755
--- a/examples/materials/combined/run.sh
+++ b/examples/materials/combined/run.sh
@@ -1,2 +1,2 @@
 export PYTHONPATH=../../../src/:$PYTHONPATH
-python3 fit.py
+torchrun fit.py
diff --git a/examples/synthetic/run.sh b/examples/synthetic/run.sh
index ca70a4f..ea93ee8 100755
--- a/examples/synthetic/run.sh
+++ b/examples/synthetic/run.sh
@@ -1,2 +1,2 @@
 export PYTHONPATH=../../src/:$PYTHONPATH
-python3 fit.py
+torchrun fit.py