diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 9c35ede5f6781..15c2ec05b25db 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -49,7 +49,7 @@ jobs:
       matrix:
           os: ['ubuntu-20.04']
           python-version: ['3.8', '3.9', '3.10', '3.11']
-          pytorch-version: ['2.3.0']  # Must be the most recent version that meets requirements-cuda.txt.
+          pytorch-version: ['2.3.1']  # Must be the most recent version that meets requirements-cuda.txt.
           cuda-version: ['11.8', '12.1']
 
     steps:
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 31f7a97386d91..ced73ca03bfbc 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -32,7 +32,7 @@ set(HIP_SUPPORTED_ARCHS "gfx906;gfx908;gfx90a;gfx940;gfx941;gfx942;gfx1030;gfx11
 # requirements.txt files and should be kept consistent.  The ROCm torch
 # versions are derived from Dockerfile.rocm
 #
-set(TORCH_SUPPORTED_VERSION_CUDA "2.3.0")
+set(TORCH_SUPPORTED_VERSION_CUDA "2.3.1")
 set(TORCH_SUPPORTED_VERSION_ROCM "2.4.0")
 
 #
diff --git a/pyproject.toml b/pyproject.toml
index 790e013620286..1ba1eacd90084 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ requires = [
     "ninja",
     "packaging",
     "setuptools >= 49.4.0",
-    "torch == 2.3.0",
+    "torch == 2.3.1",
     "wheel",
 ]
 build-backend = "setuptools.build_meta"
diff --git a/requirements-build.txt b/requirements-build.txt
index 1a07a94e82e04..b05f38a0ed919 100644
--- a/requirements-build.txt
+++ b/requirements-build.txt
@@ -3,5 +3,5 @@ cmake>=3.21
 ninja
 packaging
 setuptools>=49.4.0
-torch==2.3.0
+torch==2.3.1
 wheel
diff --git a/requirements-cuda.txt b/requirements-cuda.txt
index 10596ed85d600..3eb91212e976e 100644
--- a/requirements-cuda.txt
+++ b/requirements-cuda.txt
@@ -4,8 +4,8 @@
 # Dependencies for NVIDIA GPUs
 ray >= 2.9
 nvidia-ml-py # for pynvml package
-torch == 2.3.0
+torch == 2.3.1
 # These must be updated alongside torch
-torchvision == 0.18.0   # Required for phi3v processor, also see https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
-xformers == 0.0.26.post1  # Requires PyTorch 2.3.0
-vllm-flash-attn == 2.5.9  # Requires PyTorch 2.3.0
+torchvision == 0.18.1   # Required for phi3v processor. See https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
+xformers == 0.0.27  # Requires PyTorch 2.3.1
+vllm-flash-attn == 2.5.9.post1  # Requires PyTorch 2.3.1