diff --git a/pyproject.toml b/pyproject.toml
index dcfe021c..1bd2cb95 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -71,8 +71,8 @@ dependencies = [
   "simple-term-menu==1.5.2",
   "tabulate==0.9.0",
   "tensorboard>=2.14.1",
-  "torch==2.1.0",
-  "torchaudio==2.1.0",
+  "torch==2.3.1",
+  "torchaudio==2.3.1",
   "torchinfo==1.8.0",
   "typer>=0.12.4",
   "yaspin>=3.1.0",
@@ -84,8 +84,8 @@ dynamic = ["version"]
 torch = [
   # these requirements have to be installed ahead of time in your environment and from a different URL:
   # CUDA_TAG=cu118 pip install -r requirements.torch.txt --find-links https://download.pytorch.org/whl/torch_stable.html
-  'torch==2.1.0; sys_platform == "darwin"',
-  'torchaudio==2.1.0; sys_platform == "darwin"',
+  'torch==2.3.1; sys_platform == "darwin"',
+  'torchaudio==2.3.1; sys_platform == "darwin"',
 ]
 dev = [
   "black~=24.3",
diff --git a/requirements.torch.txt b/requirements.torch.txt
index c24fab55..19f57add 100644
--- a/requirements.torch.txt
+++ b/requirements.torch.txt
@@ -1,6 +1,6 @@
 # these requirements have to be installed ahead of time in your environment and from a different URL:
 # CUDA_TAG=cu118 pip install -r requirements.torch.txt --find-links https://download.pytorch.org/whl/torch_stable.html
-torch==2.1.0; sys_platform == "darwin"
-torchaudio==2.1.0; sys_platform == "darwin"
-torch==2.1.0+${CUDA_TAG}; sys_platform != "darwin"
-torchaudio==2.1.0+${CUDA_TAG}; sys_platform != "darwin"
+torch==2.3.1; sys_platform == "darwin"
+torchaudio==2.3.1; sys_platform == "darwin"
+torch==2.3.1+${CUDA_TAG}; sys_platform != "darwin"
+torchaudio==2.3.1+${CUDA_TAG}; sys_platform != "darwin"