diff --git a/tensorflow/core/kernels/mirror_pad_op.h b/tensorflow/core/kernels/mirror_pad_op.h
index eda3b2b9e2a..7001257ad8b 100644
--- a/tensorflow/core/kernels/mirror_pad_op.h
+++ b/tensorflow/core/kernels/mirror_pad_op.h
@@ -111,7 +111,7 @@ struct TensorEvaluator<const TensorMirrorPadOp<PaddingDimensions, ArgType>,
   };
 
   //===- Tensor block evaluation strategy (see TensorBlock.h) -------------===//
-  typedef internal::TensorBlockNotImplemented TensorBlockV2;
+  typedef internal::TensorBlockNotImplemented TensorBlock;
   //===--------------------------------------------------------------------===//
 
   EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorEvaluator(const XprType& op,
diff --git a/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_google.h b/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_google.h
index 1eb65c5bd5c..ede5d6f1d07 100644
--- a/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_google.h
+++ b/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_google.h
@@ -102,7 +102,6 @@ typedef unsigned __int64 uint64_t;
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorGlobalFunctions.h"
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorBase.h"
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorBlock.h"
-#include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorBlockV2.h"
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h"
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h"
 #include "third_party/eigen3/unsupported/Eigen/CXX11/src/Tensor/TensorReduction.h"
diff --git a/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_oss.h b/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_oss.h
index 027dd479af5..cacca3fe701 100644
--- a/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_oss.h
+++ b/tensorflow/lite/kernels/internal/optimized/eigen_tensor_reduced_instantiations_oss.h
@@ -102,7 +102,6 @@ typedef unsigned __int64 uint64_t;
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorGlobalFunctions.h"
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorBase.h"
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorBlock.h"
-#include "unsupported/Eigen/CXX11/src/Tensor/TensorBlockV2.h"
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h"
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorExpr.h"
 #include "unsupported/Eigen/CXX11/src/Tensor/TensorReduction.h"
diff --git a/tensorflow/workspace.bzl b/tensorflow/workspace.bzl
index 378e7559b52..1fe6ff9ed2e 100755
--- a/tensorflow/workspace.bzl
+++ b/tensorflow/workspace.bzl
@@ -172,11 +172,11 @@ def tf_repositories(path_prefix = "", tf_repo_name = ""):
         name = "eigen_archive",
         build_file = clean_dep("//third_party:eigen.BUILD"),
         patch_file = clean_dep("//third_party/eigen3:gpu_packet_math.patch"),
-        sha256 = "7ab6bfe4d63543d29390ccd60b31dc09248023986068974dccfba11be6906fda",
-        strip_prefix = "eigen-8056a05b5485442ebc5c087a25f8ee027eb9a338",
+        sha256 = "f64712872161624ae80c0d3e53f7336e125e833660c10505961905b47728673d",
+        strip_prefix = "eigen-963ba1015bd448a9128ccb24f07232f36962e488",
         urls = [
-            "https://storage.googleapis.com/mirror.tensorflow.org/gitlab.com/libeigen/eigen/-/archive/8056a05b5485442ebc5c087a25f8ee027eb9a338/eigen-8056a05b5485442ebc5c087a25f8ee027eb9a338.tar.gz",
-            "https://gitlab.com/libeigen/eigen/-/archive/8056a05b5485442ebc5c087a25f8ee027eb9a338/eigen-8056a05b5485442ebc5c087a25f8ee027eb9a338.tar.gz",
+            "https://storage.googleapis.com/mirror.tensorflow.org/gitlab.com/libeigen/eigen/-/archive/963ba1015bd448a9128ccb24f07232f36962e488/eigen-963ba1015bd448a9128ccb24f07232f36962e488.tar.gz",
+            "https://gitlab.com/libeigen/eigen/-/archive/963ba1015bd448a9128ccb24f07232f36962e488/eigen-963ba1015bd448a9128ccb24f07232f36962e488.tar.gz",
         ],
     )