diff --git a/KNOWN_ISSUES.txt b/KNOWN_ISSUES.txt
index cb9d3d2bb..68011539b 100644
--- a/KNOWN_ISSUES.txt
+++ b/KNOWN_ISSUES.txt
@@ -1,5 +1,5 @@
-KNOWN ISSUES for ai8x-training with PyToch 2.3.1
-================================================
+KNOWN ISSUES for ai8x-training with PyTorch 2.3.1
+=================================================
 
 * As of PyTorch 2.3.1, torch.compile() requires CUDA.
 * When running on Windows, train.py may require the switch "--compiler-mode none" if there is "no working triton installation".