diff --git a/src/sagemaker/image_uri_config/pytorch-smp.json b/src/sagemaker/image_uri_config/pytorch-smp.json
index 518da5f15d..61971e5128 100644
--- a/src/sagemaker/image_uri_config/pytorch-smp.json
+++ b/src/sagemaker/image_uri_config/pytorch-smp.json
@@ -7,7 +7,8 @@
             "2.0": "2.0.1",
             "2.1": "2.1.2",
             "2.2": "2.3.1",
-            "2.2.0": "2.3.1"
+            "2.2.0": "2.3.1",
+            "2.3": "2.4.0"
         },
         "versions": {
             "2.0.1": {
@@ -134,6 +135,31 @@
                     "us-west-2": "658645717510"
                 },
                 "repository": "smdistributed-modelparallel"
+            },
+            "2.4.0": {
+                "py_versions": [
+                    "py311"
+                ],
+                "registries": {
+                    "ap-northeast-1": "658645717510",
+                    "ap-northeast-2": "658645717510",
+                    "ap-northeast-3": "658645717510",
+                    "ap-south-1": "658645717510",
+                    "ap-southeast-1": "658645717510",
+                    "ap-southeast-2": "658645717510",
+                    "ca-central-1": "658645717510",
+                    "eu-central-1": "658645717510",
+                    "eu-north-1": "658645717510",
+                    "eu-west-1": "658645717510",
+                    "eu-west-2": "658645717510",
+                    "eu-west-3": "658645717510",
+                    "sa-east-1": "658645717510",
+                    "us-east-1": "658645717510",
+                    "us-east-2": "658645717510",
+                    "us-west-1": "658645717510",
+                    "us-west-2": "658645717510"
+                },
+                "repository": "smdistributed-modelparallel"
             }
         }
     }
diff --git a/src/sagemaker/image_uris.py b/src/sagemaker/image_uris.py
index be5167dcc7..2bef305aeb 100644
--- a/src/sagemaker/image_uris.py
+++ b/src/sagemaker/image_uris.py
@@ -686,6 +686,7 @@ def get_training_image_uri(
                         "p5" in instance_type
                         or "2.1" in framework_version
                         or "2.2" in framework_version
+                        or "2.3" in framework_version
                     ):
                         container_version = "cu121"
                     else:
diff --git a/tests/unit/sagemaker/image_uris/test_smp_v2.py b/tests/unit/sagemaker/image_uris/test_smp_v2.py
index b53a45133e..e9c8cec292 100644
--- a/tests/unit/sagemaker/image_uris/test_smp_v2.py
+++ b/tests/unit/sagemaker/image_uris/test_smp_v2.py
@@ -35,7 +35,7 @@ def test_smp_v2(load_config):
                 for region in ACCOUNTS.keys():
                     for instance_type in CONTAINER_VERSIONS.keys():
                         cuda_vers = CONTAINER_VERSIONS[instance_type]
-                        if "2.1" in version or "2.2" in version:
+                        if "2.1" in version or "2.2" in version or "2.3" in version:
                             cuda_vers = "cu121"
 
                         uri = image_uris.get_training_image_uri(