diff --git a/tfjs-node/binding/tfjs_backend.cc b/tfjs-node/binding/tfjs_backend.cc
index 4267cf5b96..1811e6adfb 100644
--- a/tfjs-node/binding/tfjs_backend.cc
+++ b/tfjs-node/binding/tfjs_backend.cc
@@ -27,6 +27,7 @@
 #include "tensorflow/c/tf_datatype.h"
 #include "tensorflow/c/tf_status.h"
 #include "tensorflow/c/tf_tensor.h"
+#include "tensorflow/c/c_api_experimental.h"
 #include "tensorflow/core/platform/ctstring_internal.h"
 #include "tf_auto_tensor.h"
 #include "tfe_auto_op.h"
@@ -688,6 +689,10 @@ TFJSBackend::TFJSBackend(napi_env env)
       device_name =
           std::string(TF_DeviceListName(device_list, i, tf_status.status));
       ENSURE_TF_OK(env, tf_status);
+    } else if (strcmp(device_type, "XPU") == 0) {
+      device_name =
+          std::string(TF_DeviceListName(device_list, i, tf_status.status));
+      ENSURE_TF_OK(env, tf_status);
     }
   }
 
@@ -717,6 +722,17 @@ TFJSBackend::~TFJSBackend() {
 
 TFJSBackend *TFJSBackend::Create(napi_env env) { return new TFJSBackend(env); }
 
+void TFJSBackend::LoadPluggableDeviceLibrary(napi_env env, napi_value lib_path_value) {
+  std::string lib_path;
+  napi_status nstatus = GetStringParam(env, lib_path_value, lib_path);
+  ENSURE_NAPI_OK(env, nstatus);
+
+  TF_AutoStatus tf_status;
+  TF_LoadPluggableDeviceLibrary(lib_path.c_str(), tf_status.status);
+
+  ENSURE_TF_OK(env, tf_status);
+}
+
 int32_t TFJSBackend::InsertHandle(TFE_TensorHandle *tfe_handle) {
   return tfe_handle_map_.insert(std::make_pair(next_tensor_id_++, tfe_handle))
       .first->first;
diff --git a/tfjs-node/binding/tfjs_backend.h b/tfjs-node/binding/tfjs_backend.h
index fee71d0607..28dcbecdd1 100644
--- a/tfjs-node/binding/tfjs_backend.h
+++ b/tfjs-node/binding/tfjs_backend.h
@@ -35,6 +35,8 @@ class TFJSBackend {
   // fails, a nullptr is returned.
   static TFJSBackend *Create(napi_env env);
 
+  void LoadPluggableDeviceLibrary(napi_env env, napi_value lib_path_value);
+
   // Creates a new Tensor with given shape and data and returns an ID that
   // references the new Tensor.
   // - shape_value (number[])
diff --git a/tfjs-node/binding/tfjs_binding.cc b/tfjs-node/binding/tfjs_binding.cc
index ad00b79e78..b551c7d543 100644
--- a/tfjs-node/binding/tfjs_binding.cc
+++ b/tfjs-node/binding/tfjs_binding.cc
@@ -48,6 +48,33 @@ static void AssignIntProperty(napi_env env, napi_value exports,
   ENSURE_NAPI_OK(env, nstatus);
 }
 
+static napi_value LoadPluggableDeviceLibrary(napi_env env, napi_callback_info info) {
+  napi_status nstatus;
+
+  // Delete tensor takes 1 param: tensor ID;
+  size_t argc = 1;
+  napi_value args[1];
+  napi_value js_this;
+  nstatus = napi_get_cb_info(env, info, &argc, args, &js_this, nullptr);
+  ENSURE_NAPI_OK_RETVAL(env, nstatus, js_this);
+
+  if (argc < 1) {
+    NAPI_THROW_ERROR(env,
+                     "Invalid number of args passed to loadPluggableDeviceLibrary(). "
+                     "Expecting 1 arg but got %d.",
+                     argc);
+    return js_this;
+  }
+
+  ENSURE_VALUE_IS_STRING_RETVAL(env, args[0], js_this);
+
+  TFJSBackend *const backend = GetTFJSBackend(env);
+  if (!backend) return nullptr;
+
+  backend->LoadPluggableDeviceLibrary(env, args[0]);
+  return js_this;
+}
+
 static napi_value CreateTensor(napi_env env, napi_callback_info info) {
   napi_status nstatus;
 
@@ -301,6 +328,8 @@ static napi_value InitTFNodeJSBinding(napi_env env, napi_value exports) {
 
   // Set all export values list here.
   napi_property_descriptor exports_properties[] = {
+      {"loadPluggableDeviceLibrary", nullptr, LoadPluggableDeviceLibrary, nullptr, nullptr, nullptr,
+       napi_default, nullptr},
       {"createTensor", nullptr, CreateTensor, nullptr, nullptr, nullptr,
        napi_default, nullptr},
       {"deleteTensor", nullptr, DeleteTensor, nullptr, nullptr, nullptr,
diff --git a/tfjs-node/src/index.ts b/tfjs-node/src/index.ts
index c81bddd7b7..4910a39a7f 100644
--- a/tfjs-node/src/index.ts
+++ b/tfjs-node/src/index.ts
@@ -49,7 +49,7 @@ if (!fs.existsSync(bindingPath)) {
       `WINDOWS_TROUBLESHOOTING.md or file an issue.`);
 }
 // tslint:disable-next-line:no-require-imports
-const bindings = require(bindingPath);
+const bindings = require(bindingPath) as TFJSBinding;
 
 // Merge version and io namespaces.
 export const version = {
@@ -70,7 +70,7 @@ const pjson = require('../package.json');
 
 // Side effects for default initialization of Node backend.
 tf.registerBackend('tensorflow', () => {
-  return new NodeJSKernelBackend(bindings as TFJSBinding, pjson.name);
+  return new NodeJSKernelBackend(bindings, pjson.name);
 }, 3 /* priority */);
 
 const success = tf.setBackend('tensorflow');
@@ -84,3 +84,7 @@ tf.io.registerSaveRouter(nodeFileSystemRouter);
 
 // Register the ProgbarLogger for Model.fit() at verbosity level 1.
 tf.registerCallbackConstructor(1, ProgbarLogger);
+
+export function loadPluggableDeviceLibrary(libPath: string) {
+  bindings.loadPluggableDeviceLibrary(libPath);
+}
diff --git a/tfjs-node/src/tfjs_binding.ts b/tfjs-node/src/tfjs_binding.ts
index 3352457b75..19eacb32c5 100644
--- a/tfjs-node/src/tfjs_binding.ts
+++ b/tfjs-node/src/tfjs_binding.ts
@@ -33,6 +33,8 @@ export interface TFJSBinding {
   TensorMetadata: typeof TensorMetadata;
   TFEOpAttr: typeof TFEOpAttr;
 
+  loadPluggableDeviceLibrary(libPath: string): void;
+
   // Creates a tensor with the backend.
   createTensor(
       shape: number[], dtype: number,