diff --git a/tfjs-backend-webgpu/src/binary_op_util.ts b/tfjs-backend-webgpu/src/binary_op_util.ts
index bfdde48a331..f6ca1048231 100644
--- a/tfjs-backend-webgpu/src/binary_op_util.ts
+++ b/tfjs-backend-webgpu/src/binary_op_util.ts
@@ -21,6 +21,7 @@ export enum BinaryOpType {
   COMPLEX_MULTIPLY_IMAG,
   COMPLEX_MULTIPLY_REAL,
   DIV,
+  ELU_DER,
   EQUAL,
   GREATER,
   GREATER_EQUAL,
@@ -59,6 +60,9 @@ const ADD = 'return a + b;';
 const COMPLEX_MULTIPLY_REAL = 'return areal * breal - aimag * bimag;';
 const COMPLEX_MULTIPLY_IMAG = 'return areal * bimag + aimag * breal;';
 const DIV = 'return a / b;';
+const ELU_DER = 'return select(a * (b + 1.0), a, b >= 0.);';
+const ELU_DER_VEC4 =
+    'return select(a * (b + vec4<f32>(1.0)), a, b >= vec4<f32>(0.));';
 const EQUAL = 'return f32(a == b);';
 const EQUAL_VEC4 = 'return vec4<f32>(a == b);';
 const GREATER = 'return f32(a > b);';
@@ -223,6 +227,8 @@ export function getBinaryOpString(
       return COMPLEX_MULTIPLY_REAL;
     case BinaryOpType.DIV:
       return DIV;
+    case BinaryOpType.ELU_DER:
+      return useVec4 ? ELU_DER_VEC4 : ELU_DER;
     case BinaryOpType.EQUAL:
       return useVec4 ? EQUAL_VEC4 : EQUAL;
     case BinaryOpType.GREATER:
diff --git a/tfjs-backend-webgpu/src/kernels/EluGrad.ts b/tfjs-backend-webgpu/src/kernels/EluGrad.ts
new file mode 100644
index 00000000000..ed5b387b5a9
--- /dev/null
+++ b/tfjs-backend-webgpu/src/kernels/EluGrad.ts
@@ -0,0 +1,38 @@
+/**
+ * @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 {EluGrad, EluGradInputs, KernelConfig, KernelFunc, TensorInfo} from '@tensorflow/tfjs-core';
+
+import {WebGPUBackend} from '../backend_webgpu';
+import {BinaryOpType} from '../binary_op_util';
+import {BinaryOpProgram} from '../binary_op_webgpu';
+
+export const eluGrad =
+    (args: {inputs: EluGradInputs, backend: WebGPUBackend}): TensorInfo => {
+      const {inputs, backend} = args;
+      const {dy, y} = inputs;
+
+      const program =
+          new BinaryOpProgram(BinaryOpType.ELU_DER, dy.shape, y.shape);
+      return backend.runWebGPUProgram(program, [dy, y], dy.dtype);
+    };
+
+export const eluGradConfig: KernelConfig = {
+  kernelName: EluGrad,
+  backendName: 'webgpu',
+  kernelFunc: eluGrad as unknown as KernelFunc
+};
diff --git a/tfjs-backend-webgpu/src/register_all_kernels.ts b/tfjs-backend-webgpu/src/register_all_kernels.ts
index 91fce062269..938b53f54d4 100644
--- a/tfjs-backend-webgpu/src/register_all_kernels.ts
+++ b/tfjs-backend-webgpu/src/register_all_kernels.ts
@@ -58,6 +58,7 @@ import {diagConfig} from './kernels/Diag';
 import {dilation2DConfig} from './kernels/Dilation2D';
 import {einsumConfig} from './kernels/Einsum';
 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';
@@ -201,6 +202,7 @@ const kernelConfigs: KernelConfig[] = [
   dilation2DConfig,
   einsumConfig,
   eluConfig,
+  eluGradConfig,
   equalConfig,
   erfConfig,
   expConfig,
diff --git a/tfjs-backend-webgpu/src/setup_test.ts b/tfjs-backend-webgpu/src/setup_test.ts
index a88393ab4a6..01c07652bb1 100644
--- a/tfjs-backend-webgpu/src/setup_test.ts
+++ b/tfjs-backend-webgpu/src/setup_test.ts
@@ -81,13 +81,6 @@ const TEST_FILTERS: TestFilter[] = [
       'gradient'  // gradient function not found.
     ]
   },
-  {
-    startsWith: 'elu ',
-    excludes: [
-      'derivative',  // gradient function not found.
-      'gradient'     // gradient function not found.
-    ]
-  },
   {
     startsWith: 'exp ',
     excludes: [