diff --git a/tfjs-backend-wasm/src/cc/BUILD.bazel b/tfjs-backend-wasm/src/cc/BUILD.bazel
index 347a3934fa4..65f5836d083 100644
--- a/tfjs-backend-wasm/src/cc/BUILD.bazel
+++ b/tfjs-backend-wasm/src/cc/BUILD.bazel
@@ -380,6 +380,7 @@ tfjs_cc_library(
         ":Dilation2DBackpropInput",
         ":Elu",
         ":Equal",
+        ":Erf",
         ":Exp",
         ":FlipLeftRight",
         ":FloorDiv",
@@ -913,6 +914,15 @@ tfjs_cc_library(
     ],
 )
 
+tfjs_cc_library(
+    name = "Erf",
+    srcs = ["kernels/Erf.cc"],
+    deps = [
+        ":unary",
+        ":util",
+    ],
+)
+
 tfjs_cc_library(
     name = "Exp",
     srcs = ["kernels/Exp.cc"],
diff --git a/tfjs-backend-wasm/src/cc/kernels/Erf.cc b/tfjs-backend-wasm/src/cc/kernels/Erf.cc
new file mode 100644
index 00000000000..70fe654b08f
--- /dev/null
+++ b/tfjs-backend-wasm/src/cc/kernels/Erf.cc
@@ -0,0 +1,53 @@
+/* Copyright 2023 Google LLC.
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * ===========================================================================*/
+
+#ifdef __EMSCRIPTEN__
+#include <emscripten.h>
+#endif
+
+#include <cmath>
+
+#include "tfjs-backend-wasm/src/cc/unary.h"
+#include "tfjs-backend-wasm/src/cc/util.h"
+
+namespace tfjs {
+namespace wasm {
+
+namespace {
+template <typename T>
+inline T ErfImpl(T n) {
+  return static_cast<T>(std::erff(static_cast<float>(n)));
+}
+}  // namespace
+
+extern "C" {
+
+#ifdef __EMSCRIPTEN__
+EMSCRIPTEN_KEEPALIVE
+#endif
+
+void Erf(const int x_id, const DType dtype, const int out_id) {
+  switch (dtype) {
+    case DType::float32:
+      unary_f32(x_id, out_id, ErfImpl<float>);
+      break;
+    default:
+      util::warn("Erf for tensor id %d failed. Unsupported dtype %d", x_id,
+                 dtype);
+  }
+}
+
+}  // extern "C"
+}  // namespace wasm
+}  // namespace tfjs
diff --git a/tfjs-backend-wasm/src/kernels/Erf.ts b/tfjs-backend-wasm/src/kernels/Erf.ts
new file mode 100644
index 00000000000..af39a05a4a9
--- /dev/null
+++ b/tfjs-backend-wasm/src/kernels/Erf.ts
@@ -0,0 +1,22 @@
+/**
+ * @license
+ * Copyright 2023 Google LLC.
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * =============================================================================
+ */
+
+import {Erf, KernelConfig} from '@tensorflow/tfjs-core';
+
+import {createUnaryKernelConfig} from './unary_kernel';
+
+export const erfConfig: KernelConfig = createUnaryKernelConfig(Erf);
diff --git a/tfjs-backend-wasm/src/register_all_kernels.ts b/tfjs-backend-wasm/src/register_all_kernels.ts
index 303f315d182..f2cfc346771 100644
--- a/tfjs-backend-wasm/src/register_all_kernels.ts
+++ b/tfjs-backend-wasm/src/register_all_kernels.ts
@@ -66,6 +66,7 @@ import {dilation2DBackpropInputConfig} from './kernels/Dilation2DBackpropInput';
 import {eluConfig} from './kernels/Elu';
 import {eluGradConfig} from './kernels/EluGrad';
 import {equalConfig} from './kernels/Equal';
+import {erfConfig} from './kernels/Erf';
 import {expConfig} from './kernels/Exp';
 import {expandDimsConfig} from './kernels/ExpandDims';
 import {expm1Config} from './kernels/Expm1';
@@ -221,6 +222,7 @@ const kernelConfigs: KernelConfig[] = [
   eluConfig,
   eluGradConfig,
   equalConfig,
+  erfConfig,
   expConfig,
   expandDimsConfig,
   expm1Config,
diff --git a/tfjs-backend-wasm/src/setup_test.ts b/tfjs-backend-wasm/src/setup_test.ts
index 4fdcac5decd..42175b7b643 100644
--- a/tfjs-backend-wasm/src/setup_test.ts
+++ b/tfjs-backend-wasm/src/setup_test.ts
@@ -297,6 +297,7 @@ const TEST_FILTERS: TestFilter[] = [
       'string tensor'  // String tensors not yet implemented.
     ]
   },
+  {startsWith: 'erf'},
   {startsWith: 'sin '},
   {startsWith: 'sinh '},
   {