diff --git a/.gitignore b/.gitignore
index cbc9c4e..b2dc9b0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -167,7 +167,7 @@ data/
 *.xlsx
 
 # Outputs
-outputs/
+outputs/checkpoints/*.pth
+outputs/figures/*.png
 logs/
 
-/data
diff --git a/outputs/checkpoints/.keep b/outputs/checkpoints/.keep
new file mode 100644
index 0000000..e69de29
diff --git a/outputs/figures/.keep b/outputs/figures/.keep
new file mode 100644
index 0000000..e69de29