diff --git a/backends/xnnpack/runtime/XNNCompiler.cpp b/backends/xnnpack/runtime/XNNCompiler.cpp
index 312cbc17b9..dcee8258ef 100644
--- a/backends/xnnpack/runtime/XNNCompiler.cpp
+++ b/backends/xnnpack/runtime/XNNCompiler.cpp
@@ -11,6 +11,7 @@
 #include <executorch/backends/xnnpack/serialization/schema_generated.h>
 #include <executorch/extension/threadpool/threadpool.h>
 #include <executorch/runtime/executor/pte_data_map.h>
+#include <xnnpack.h>
 #include <string>
 #include <unordered_map>
 #include <vector>
@@ -615,10 +616,14 @@ Error defineAddNode(
 
   std::pair<float, float> min_max = getOutputMinMax(node);
   auto graph_node = node->xnode_union_as_XNNAdd();
-  xnn_status status = xnn_define_add2(
+
+  struct xnn_binary_params params = {
+      .output_min = min_max.first, .output_max = min_max.second};
+
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
-      min_max.first,
-      min_max.second,
+      xnn_binary_add,
+      &params,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -644,8 +649,11 @@ Error defineMinimumNode(
   MAYBE_UNUSED(graph);
 
   auto graph_node = node->xnode_union_as_XNNMinimum();
-  xnn_status status = xnn_define_minimum2(
+
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
+      xnn_binary_minimum,
+      nullptr,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -673,10 +681,14 @@ Error defineSubtractNode(
 
   auto graph_node = node->xnode_union_as_XNNSubtract();
   std::pair<float, float> min_max = getOutputMinMax(node);
-  xnn_status status = xnn_define_subtract(
+
+  struct xnn_binary_params params = {
+      .output_min = min_max.first, .output_max = min_max.second};
+
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
-      min_max.first,
-      min_max.second,
+      xnn_binary_subtract,
+      &params,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -704,10 +716,14 @@ Error defineMultiplyNode(
 
   auto graph_node = node->xnode_union_as_XNNMultiply();
   std::pair<float, float> min_max = getOutputMinMax(node);
-  xnn_status status = xnn_define_multiply2(
+
+  struct xnn_binary_params params = {
+      .output_min = min_max.first, .output_max = min_max.second};
+
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
-      min_max.first,
-      min_max.second,
+      xnn_binary_multiply,
+      &params,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -857,10 +873,14 @@ Error defineClampNode(
 
   std::pair<float, float> min_max = getOutputMinMax(node);
   auto graph_node = node->xnode_union_as_XNNClamp();
-  xnn_status status = xnn_define_clamp(
+
+  union xnn_unary_params params = {
+      .clamp = {.min = min_max.first, .max = min_max.second}};
+
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
-      min_max.first,
-      min_max.second,
+      xnn_unary_clamp,
+      &params,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -916,8 +936,10 @@ Error defineSigmoidNode(
   MAYBE_UNUSED(graph);
 
   auto graph_node = node->xnode_union_as_XNNSigmoid();
-  xnn_status status = xnn_define_sigmoid(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_sigmoid,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -944,8 +966,10 @@ Error defineFloorNode(
   MAYBE_UNUSED(graph);
 
   auto graph_node = node->xnode_union_as_XNNFloor();
-  xnn_status status = xnn_define_floor(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_floor,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1167,10 +1191,14 @@ Error defineDivNode(
 
   auto graph_node = node->xnode_union_as_XNNDiv();
   std::pair<float, float> min_max = getOutputMinMax(node);
-  xnn_status status = xnn_define_divide(
+
+  struct xnn_binary_params params = {
+      .output_min = min_max.first, .output_max = min_max.second};
+
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
-      min_max.first,
-      min_max.second,
+      xnn_binary_divide,
+      &params,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -1415,8 +1443,10 @@ Error defineSquareRootNode(
 
   auto graph_node = node->xnode_union_as_XNNSquareRoot();
 
-  xnn_status status = xnn_define_square_root(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_square_root,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1445,8 +1475,10 @@ Error defineReciprocalSquareRootNode(
 
   auto graph_node = node->xnode_union_as_XNNReciprocalSquareRoot();
 
-  xnn_status status = xnn_define_reciprocal_square_root(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_reciprocal_square_root,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1475,8 +1507,10 @@ Error defineLogNode(
 
   auto graph_node = node->xnode_union_as_XNNLog();
 
-  xnn_status status = xnn_define_log(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_log,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1505,8 +1539,10 @@ Error defineGeluNode(
 
   auto graph_node = node->xnode_union_as_XNNGelu();
 
-  xnn_status status = xnn_define_gelu(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_gelu,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1535,8 +1571,10 @@ Error defineCeilingNode(
 
   auto graph_node = node->xnode_union_as_XNNCeiling();
 
-  xnn_status status = xnn_define_ceiling(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_ceiling,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1565,8 +1603,10 @@ Error defineHardswishNode(
 
   auto graph_node = node->xnode_union_as_XNNHardswish();
 
-  xnn_status status = xnn_define_hardswish(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_hardswish,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1595,9 +1635,13 @@ Error defineLeakyReLUNode(
 
   auto graph_node = node->xnode_union_as_XNNLeakyReLU();
 
-  xnn_status status = xnn_define_leaky_relu(
+  union xnn_unary_params params = {
+      .leaky_relu = {.negative_slope = graph_node->negative_slope()}};
+
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
-      graph_node->negative_slope(),
+      xnn_unary_leaky_relu,
+      &params,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1626,8 +1670,10 @@ Error defineMaximumNode(
 
   auto graph_node = node->xnode_union_as_XNNMaximum();
 
-  xnn_status status = xnn_define_maximum2(
+  xnn_status status = xnn_define_binary(
       subgraph_ptr,
+      xnn_binary_maximum,
+      nullptr,
       remapped_ids.at(graph_node->input1_id()),
       remapped_ids.at(graph_node->input2_id()),
       remapped_ids.at(graph_node->output_id()),
@@ -1656,8 +1702,10 @@ Error defineNegateNode(
 
   auto graph_node = node->xnode_union_as_XNNNegate();
 
-  xnn_status status = xnn_define_negate(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_negate,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1685,8 +1733,10 @@ Error defineSquareNode(
 
   auto graph_node = node->xnode_union_as_XNNSquare();
 
-  xnn_status status = xnn_define_square(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_square,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1714,9 +1764,12 @@ Error defineELUNode(
 
   auto graph_node = node->xnode_union_as_XNNELU();
 
-  xnn_status status = xnn_define_elu(
+  union xnn_unary_params params = {.elu = {.alpha = graph_node->alpha()}};
+
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
-      graph_node->alpha(),
+      xnn_unary_elu,
+      &params,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());
@@ -1744,8 +1797,10 @@ Error defineAbsNode(
 
   auto graph_node = node->xnode_union_as_XNNAbs();
 
-  xnn_status status = xnn_define_abs(
+  xnn_status status = xnn_define_unary(
       subgraph_ptr,
+      xnn_unary_abs,
+      nullptr,
       remapped_ids.at(graph_node->input_id()),
       remapped_ids.at(graph_node->output_id()),
       graph_node->flags());