diff --git a/.github/workflows/validate-aarch64-linux-binaries.yml b/.github/workflows/validate-aarch64-linux-binaries.yml
index 1513fb402c..40ec701ddd 100644
--- a/.github/workflows/validate-aarch64-linux-binaries.yml
+++ b/.github/workflows/validate-aarch64-linux-binaries.yml
@@ -96,6 +96,7 @@ jobs:
       package-type: wheel
       os: linux-aarch64
       channel: ${{ inputs.channel }}
+      test-infra-ref: release/2.14
       with-cuda: enable
       with-cpu: enable
       use-only-dl-pytorch-org: ${{ inputs.use-only-dl-pytorch-org }}
@@ -110,7 +111,7 @@ jobs:
     with:
       runner: ${{ matrix.validation_runner }}
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: ${{ matrix.build_name }}
       docker-image: ${{ matrix.container_image }}
       binary-matrix: ${{ toJSON(matrix) }}
diff --git a/.github/workflows/validate-docker-images.yml b/.github/workflows/validate-docker-images.yml
index ded855d9c2..e6eb54a76c 100644
--- a/.github/workflows/validate-docker-images.yml
+++ b/.github/workflows/validate-docker-images.yml
@@ -59,7 +59,7 @@ jobs:
     with:
       runner: ${{ matrix.validation_runner }}
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: cuda${{ matrix.cuda }}-cudnn${{ matrix.cudnn_version }}-${{ matrix.image_type }}
       binary-matrix: ${{ toJSON(matrix) }}
       docker-image: ${{matrix.docker}}
diff --git a/.github/workflows/validate-linux-binaries.yml b/.github/workflows/validate-linux-binaries.yml
index e5af611ac0..60b7914cb9 100644
--- a/.github/workflows/validate-linux-binaries.yml
+++ b/.github/workflows/validate-linux-binaries.yml
@@ -106,6 +106,7 @@ jobs:
       package-type: wheel,libtorch
       os: linux
       channel: ${{ inputs.channel }}
+      test-infra-ref: release/2.14
       use-only-dl-pytorch-org: ${{ inputs.use-only-dl-pytorch-org }}
       with-xpu: enable
 
@@ -119,7 +120,7 @@ jobs:
     with:
       runner: ${{ matrix.validation_runner }}
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: ${{ matrix.build_name }}
       # ROCm validates on the regular almalinux image (like CUDA) to confirm
       # the wheels are self-contained. Only XPU still needs its own container.
@@ -145,7 +146,7 @@ jobs:
 
         # Validate binaries. Poetry-based validation now lives in the
         # standalone linux-poetry job below so Poetry's own ecosystem
-        # churn (it was previously installed from poetry@release/2.14) cannot
+        # churn (it was previously installed from poetry@main) cannot
         # flake the binary matrix.
         source ../../test-infra/.github/scripts/validate_binaries.sh
 
@@ -156,7 +157,7 @@ jobs:
     with:
       runner: "linux.g5.4xlarge.nvidia.gpu"
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: "poetry-test"
       docker-image: 'pytorch/almalinux-builder:cpu-main'
       docker-build-dir: "skip-docker-build"
@@ -185,7 +186,7 @@ jobs:
     with:
       runner: "linux.g5.4xlarge.nvidia.gpu"
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: "amazon-linux-2023-test"
       docker-image: 'almalinux/9-base'
       docker-build-dir: "skip-docker-build"
diff --git a/.github/workflows/validate-macos-arm64-binaries.yml b/.github/workflows/validate-macos-arm64-binaries.yml
index 277fc9f93b..c76ca9e878 100644
--- a/.github/workflows/validate-macos-arm64-binaries.yml
+++ b/.github/workflows/validate-macos-arm64-binaries.yml
@@ -96,6 +96,7 @@ jobs:
       package-type: wheel,libtorch #  We stopped producing conda nightlies
       os: macos-arm64
       channel: ${{ inputs.channel }}
+      test-infra-ref: release/2.14
       use-only-dl-pytorch-org: ${{ inputs.use-only-dl-pytorch-org }}
 
   macos-arm64:
@@ -108,7 +109,7 @@ jobs:
     with:
       runner: ${{ matrix.validation_runner }}
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: ${{ matrix.build_name }}
       binary-matrix: ${{ toJSON(matrix) }}
       script: |
diff --git a/.github/workflows/validate-windows-binaries.yml b/.github/workflows/validate-windows-binaries.yml
index cb44d2cdc9..67ba9ce372 100644
--- a/.github/workflows/validate-windows-binaries.yml
+++ b/.github/workflows/validate-windows-binaries.yml
@@ -96,6 +96,7 @@ jobs:
       package-type: wheel,libtorch #  We stopped producing conda nightlies
       os: windows
       channel: ${{ inputs.channel }}
+      test-infra-ref: release/2.14
       use-only-dl-pytorch-org: ${{ inputs.use-only-dl-pytorch-org }}
       with-xpu: enable
 
@@ -109,7 +110,7 @@ jobs:
     with:
       runner: ${{ matrix.package_type == 'libtorch' && 'windows.4xlarge' || matrix.validation_runner }}
       repository: "pytorch/pytorch"
-      ref: main
+      ref: release/2.14
       job-name: ${{ matrix.build_name }}
       binary-matrix: ${{ toJSON(matrix) }}
       timeout: 60
diff --git a/tools/scripts/generate_binary_build_matrix.py b/tools/scripts/generate_binary_build_matrix.py
index aff1abaa98..50293f6e58 100755
--- a/tools/scripts/generate_binary_build_matrix.py
+++ b/tools/scripts/generate_binary_build_matrix.py
@@ -99,7 +99,7 @@
 
 
 CURRENT_NIGHTLY_VERSION = "2.14.0"
-CURRENT_CANDIDATE_VERSION = "2.13.0"
+CURRENT_CANDIDATE_VERSION = "2.14.0"
 CURRENT_STABLE_VERSION = "2.13.0"
 CURRENT_VERSION = CURRENT_STABLE_VERSION