diff --git a/Dockerfile.base b/Dockerfile.base
index 5bbe98b0c220..e33e73b30309 100644
--- a/Dockerfile.base
+++ b/Dockerfile.base
@@ -6,7 +6,7 @@ ARG RCCL_BRANCH="648a58d"
 ARG RCCL_REPO="https://github.com/ROCm/rccl"
 ARG TRITON_BRANCH="e5be006"
 ARG TRITON_REPO="https://github.com/triton-lang/triton.git"
-ARG PYTORCH_BRANCH="8d4926e"
+ARG PYTORCH_BRANCH="3a585126"
 ARG PYTORCH_VISION_BRANCH="v0.19.1"
 ARG PYTORCH_REPO="https://github.com/pytorch/pytorch.git"
 ARG PYTORCH_VISION_REPO="https://github.com/pytorch/vision.git"