diff --git a/.circleci/config.yml b/.circleci/config.yml
index be43aa12a81..adc99f5a68a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1205,6 +1205,11 @@ workflows:
           python_version: '3.9'
       - binary_win_wheel:
           cu_version: cpu
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
           name: binary_win_wheel_py3.10_cpu
           python_version: '3.10'
       - binary_win_wheel:
@@ -1227,8 +1232,39 @@ workflows:
           python_version: '3.10'
       - binary_win_wheel:
           cu_version: cu118
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
           name: binary_win_wheel_py3.10_cu118
           python_version: '3.10'
+      - binary_win_wheel:
+          cu_version: cpu
+          name: binary_win_wheel_py3.11_cpu
+          python_version: '3.11'
+      - binary_win_wheel:
+          cu_version: cu116
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: binary_win_wheel_py3.11_cu116
+          python_version: '3.11'
+      - binary_win_wheel:
+          cu_version: cu117
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: binary_win_wheel_py3.11_cu117
+          python_version: '3.11'
+      - binary_win_wheel:
+          cu_version: cu118
+          name: binary_win_wheel_py3.11_cu118
+          python_version: '3.11'
       - binary_win_conda:
           cu_version: cpu
           filters:
@@ -1303,6 +1339,11 @@ workflows:
           python_version: '3.9'
       - binary_win_conda:
           cu_version: cpu
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
           name: binary_win_conda_py3.10_cpu
           python_version: '3.10'
       - binary_win_conda:
@@ -1325,8 +1366,39 @@ workflows:
           python_version: '3.10'
       - binary_win_conda:
           cu_version: cu118
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
           name: binary_win_conda_py3.10_cu118
           python_version: '3.10'
+      - binary_win_conda:
+          cu_version: cpu
+          name: binary_win_conda_py3.11_cpu
+          python_version: '3.11'
+      - binary_win_conda:
+          cu_version: cu116
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: binary_win_conda_py3.11_cu116
+          python_version: '3.11'
+      - binary_win_conda:
+          cu_version: cu117
+          filters:
+            branches:
+              only: main
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: binary_win_conda_py3.11_cu117
+          python_version: '3.11'
+      - binary_win_conda:
+          cu_version: cu118
+          name: binary_win_conda_py3.11_cu118
+          python_version: '3.11'
       - build_docs:
           filters:
             branches:
@@ -1391,6 +1463,15 @@ workflows:
               - nightly
           name: unittest_linux_gpu_py3.10
           python_version: '3.10'
+      - unittest_linux_gpu:
+          cu_version: cu116
+          filters:
+            branches:
+              only:
+              - main
+              - nightly
+          name: unittest_linux_gpu_py3.11
+          python_version: '3.11'
       - unittest_windows_cpu:
           cu_version: cpu
           name: unittest_windows_cpu_py3.8
@@ -1403,6 +1484,10 @@ workflows:
           cu_version: cpu
           name: unittest_windows_cpu_py3.10
           python_version: '3.10'
+      - unittest_windows_cpu:
+          cu_version: cpu
+          name: unittest_windows_cpu_py3.11
+          python_version: '3.11'
       - unittest_windows_gpu:
           cu_version: cu116
           name: unittest_windows_gpu_py3.8
@@ -1425,6 +1510,15 @@ workflows:
               - nightly
           name: unittest_windows_gpu_py3.10
           python_version: '3.10'
+      - unittest_windows_gpu:
+          cu_version: cu116
+          filters:
+            branches:
+              only:
+              - main
+              - nightly
+          name: unittest_windows_gpu_py3.11
+          python_version: '3.11'
       - unittest_macos_cpu:
           cu_version: cpu
           name: unittest_macos_cpu_py3.8
@@ -1437,6 +1531,10 @@ workflows:
           cu_version: cpu
           name: unittest_macos_cpu_py3.10
           python_version: '3.10'
+      - unittest_macos_cpu:
+          cu_version: cpu
+          name: unittest_macos_cpu_py3.11
+          python_version: '3.11'
 
   cmake:
     jobs:
@@ -1804,6 +1902,86 @@ workflows:
           requires:
           - nightly_binary_win_wheel_py3.10_cu118
           subfolder: cu118/
+      - binary_win_wheel:
+          cu_version: cpu
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cpu
+          python_version: '3.11'
+      - binary_wheel_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cpu_upload
+          requires:
+          - nightly_binary_win_wheel_py3.11_cpu
+          subfolder: cpu/
+      - binary_win_wheel:
+          cu_version: cu116
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu116
+          python_version: '3.11'
+      - binary_wheel_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu116_upload
+          requires:
+          - nightly_binary_win_wheel_py3.11_cu116
+          subfolder: cu116/
+      - binary_win_wheel:
+          cu_version: cu117
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu117
+          python_version: '3.11'
+      - binary_wheel_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu117_upload
+          requires:
+          - nightly_binary_win_wheel_py3.11_cu117
+          subfolder: cu117/
+      - binary_win_wheel:
+          cu_version: cu118
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu118
+          python_version: '3.11'
+      - binary_wheel_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_wheel_py3.11_cu118_upload
+          requires:
+          - nightly_binary_win_wheel_py3.11_cu118
+          subfolder: cu118/
       - binary_win_conda:
           cu_version: cpu
           filters:
@@ -2032,6 +2210,82 @@ workflows:
           name: nightly_binary_win_conda_py3.10_cu118_upload
           requires:
           - nightly_binary_win_conda_py3.10_cu118
+      - binary_win_conda:
+          cu_version: cpu
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cpu
+          python_version: '3.11'
+      - binary_conda_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cpu_upload
+          requires:
+          - nightly_binary_win_conda_py3.11_cpu
+      - binary_win_conda:
+          cu_version: cu116
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu116
+          python_version: '3.11'
+      - binary_conda_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu116_upload
+          requires:
+          - nightly_binary_win_conda_py3.11_cu116
+      - binary_win_conda:
+          cu_version: cu117
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu117
+          python_version: '3.11'
+      - binary_conda_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu117_upload
+          requires:
+          - nightly_binary_win_conda_py3.11_cu117
+      - binary_win_conda:
+          cu_version: cu118
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu118
+          python_version: '3.11'
+      - binary_conda_upload:
+          context: org-member
+          filters:
+            branches:
+              only: nightly
+            tags:
+              only: /v[0-9]+(\.[0-9]+)*-rc[0-9]+/
+          name: nightly_binary_win_conda_py3.11_cu118_upload
+          requires:
+          - nightly_binary_win_conda_py3.11_cu118
   docker_build:
     triggers:
       - schedule:
diff --git a/.circleci/regenerate.py b/.circleci/regenerate.py
index 2fee884ef1e..6c9c86e294b 100755
--- a/.circleci/regenerate.py
+++ b/.circleci/regenerate.py
@@ -21,7 +21,7 @@
 from jinja2 import select_autoescape
 
 
-PYTHON_VERSIONS = ["3.8", "3.9", "3.10"]
+PYTHON_VERSIONS = ["3.8", "3.9", "3.10", "3.11"]
 
 RC_PATTERN = r"/v[0-9]+(\.[0-9]+)*-rc[0-9]+/"
 
diff --git a/.github/workflows/test-linux-cpu.yml b/.github/workflows/test-linux-cpu.yml
index 5dc7550d868..0527f0a26aa 100644
--- a/.github/workflows/test-linux-cpu.yml
+++ b/.github/workflows/test-linux-cpu.yml
@@ -16,7 +16,7 @@ jobs:
   tests:
     strategy:
       matrix:
-        python_version: ["3.8", "3.9", "3.10"]
+        python_version: ["3.8", "3.9", "3.10", "3.11"]
       fail-fast: false
     uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
     with:
diff --git a/packaging/pkg_helpers.bash b/packaging/pkg_helpers.bash
index 69f73391869..0e8c17d4122 100644
--- a/packaging/pkg_helpers.bash
+++ b/packaging/pkg_helpers.bash
@@ -150,7 +150,7 @@ retry () {
 }
 
 # Inputs:
-#   PYTHON_VERSION (3.8, 3.9, 3.10)
+#   PYTHON_VERSION (3.8, 3.9, 3.10, 3.11)
 #   UNICODE_ABI (bool)
 #
 # Outputs:
@@ -172,6 +172,7 @@ setup_wheel_python() {
       3.8) python_abi=cp38-cp38 ;;
       3.9) python_abi=cp39-cp39 ;;
       3.10) python_abi=cp310-cp310 ;;
+      3.11) python_abi=cp311-cp311 ;;
       *)
         echo "Unrecognized PYTHON_VERSION=$PYTHON_VERSION"
         exit 1