diff --git a/requirements-jax-cuda.txt b/requirements-jax-cuda.txt
index e21c1cb1c5b..3e432a1fb17 100644
--- a/requirements-jax-cuda.txt
+++ b/requirements-jax-cuda.txt
@@ -3,7 +3,7 @@ tensorflow-cpu~=2.16.1  # Pin to TF 2.16
 
 # Torch cpu-only version (needed for testing).
 --extra-index-url https://download.pytorch.org/whl/cpu
-torch>=2.1.0, <2.3.0
+torch>=2.1.0, <2.4.0
 torchvision>=0.16.0
 
 # Jax with cuda support.
diff --git a/requirements-tensorflow-cuda.txt b/requirements-tensorflow-cuda.txt
index f3b946ddcfe..1ce18a3b3c9 100644
--- a/requirements-tensorflow-cuda.txt
+++ b/requirements-tensorflow-cuda.txt
@@ -3,7 +3,7 @@ tensorflow[and-cuda]~=2.16.1  # Pin to TF 2.16
 
 # Torch cpu-only version (needed for testing).
 --extra-index-url https://download.pytorch.org/whl/cpu
-torch>=2.1.0, <2.3.0
+torch>=2.1.0, <2.4.0
 torchvision>=0.16.0
 
 # Jax cpu-only version (needed for testing).
diff --git a/requirements-torch-cuda.txt b/requirements-torch-cuda.txt
index e0a71cc4e6a..88b6d661738 100644
--- a/requirements-torch-cuda.txt
+++ b/requirements-torch-cuda.txt
@@ -3,8 +3,8 @@ tensorflow-cpu~=2.16.1  # Pin to TF 2.16
 
 # Torch with cuda support.
 --extra-index-url https://download.pytorch.org/whl/cu121
-torch==2.2.1+cu121
-torchvision==0.17.1+cu121
+torch==2.3.0+cu121
+torchvision==0.18.0+cu121
 
 # Jax cpu-only version (needed for testing).
 jax[cpu]
diff --git a/requirements.txt b/requirements.txt
index c759c9d1815..af1e84cf91f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,7 +4,7 @@ tensorflow-cpu~=2.16.1  # Pin to TF 2.16
 # Torch.
 # TODO: Pin to < 2.3.0 (GitHub issue #19602)
 --extra-index-url https://download.pytorch.org/whl/cpu
-torch>=2.1.0, <2.3.0
+torch>=2.1.0, <2.4.0
 torchvision>=0.16.0
 
 # Jax.