diff --git a/tflm/opt/BUILD b/tflm/opt/BUILD
index b9c0d76..cdaf83d 100644
--- a/tflm/opt/BUILD
+++ b/tflm/opt/BUILD
@@ -22,14 +22,16 @@
         "conv_s8.cc",
         "conv_s8_1x1.cc",
         "conv_s8_3x1_d48.cc",
-        "conv_s8_d4.cc",
-        "conv_s8_d32.cc",
         "conv_s8_d1.cc",
+        "conv_s8_d32.cc",
+        "conv_s8_d4.cc",
         "depthwise_conv_s16.cc",
         "depthwise_conv_s8.cc",
         "elementwise_add_s16.cc",
         "elementwise_add_s32.cc",
         "elementwise_add_s8.cc",
+        "elementwise_mul_s16.cc",
+        "elementwise_mul_s8.cc",
         "leaky_relu_s16.cc",
         "leaky_relu_s8.cc",
         "logistic_s8.cc",
diff --git a/tflm/opt/elementwise_mul_s16.cc b/tflm/opt/elementwise_mul_s16.cc
new file mode 100644
index 0000000..478201c
--- /dev/null
+++ b/tflm/opt/elementwise_mul_s16.cc
@@ -0,0 +1,80 @@
+/*
+ * Copyright 2024 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.
+ */
+
+#include "crt/kelvin.h"
+#include "tflm/opt/opt.h"
+#include "tflm/opt/util.h"
+
+namespace kelvin::opt {
+void MulS16(const tflite::ArithmeticParams& params,
+            const tflite::RuntimeShape& input1_shape,
+            const int16_t* input1_data,
+            const tflite::RuntimeShape& input2_shape,
+            const int16_t* input2_data,
+            const tflite::RuntimeShape& output_shape, int16_t* output_data) {
+  const int32_t input1_offset = params.input1_offset;
+  const int32_t input2_offset = params.input2_offset;
+  const int32_t output_offset = params.output_offset;
+  const int32_t output_mult = params.output_multiplier;
+  const int32_t output_shift = params.output_shift;
+  const int32_t output_activation_min = params.quantized_activation_min;
+  const int32_t output_activation_max = params.quantized_activation_max;
+
+  const int block_size =
+      MatchingElementsSize(input1_shape, input2_shape, output_shape);
+
+  int blocks = block_size;
+  int vl;
+  getmaxvl_h(vl);
+  while (blocks) {
+    int count = std::min(blocks, vl);
+
+    // Widen input1 to 32-bit wide values (in vm0, vm1).
+    vld_h_lp_xx_m(vm0, input1_data, count);
+    vaddw_w_vx_m(vm0, vm0, input1_offset);
+
+    // Widen input2 to 32-bit wide values (in vm2, vm3).
+    vld_h_lp_xx_m(vm2, input2_data, count);
+    vaddw_w_vx_m(vm2, vm2, input2_offset);
+
+    // Multiply the rescaled inputs.
+    vmul_w_vv_m(vm0, vm0, vm2);
+    vmul_w_vv_m(vm1, vm1, vm3);
+
+    // Rescale the summed output.
+    rescale_m(vm0, vm0, output_mult, output_shift, output_offset);
+    rescale_m(vm1, vm1, output_mult, output_shift, output_offset);
+
+    // Clamp to the provided range.
+    vmin_w_vx_m(vm0, vm0, output_activation_max);
+    vmin_w_vx_m(vm1, vm1, output_activation_max);
+    vmax_w_vx_m(vm0, vm0, output_activation_min);
+    vmax_w_vx_m(vm1, vm1, output_activation_min);
+
+    // Swizzle and narrow back to bytes.
+    vand_w_vx_m(vm0, vm0, 0xFFFF);
+    vand_w_vx_m(vm1, vm1, 0xFFFF);
+    vsll_w_vx_m(vm1, vm1, 16);
+    vor_vv_m(vm0, vm0, vm1);
+
+    // Store to memory.
+    vst_h_lp_xx_m(vm0, output_data, count);
+
+    blocks -= count;
+  }
+}
+
+}  // namespace kelvin::opt
diff --git a/tflm/opt/elementwise_mul_s8.cc b/tflm/opt/elementwise_mul_s8.cc
new file mode 100644
index 0000000..6e4ef77
--- /dev/null
+++ b/tflm/opt/elementwise_mul_s8.cc
@@ -0,0 +1,127 @@
+/*
+ * Copyright 2024 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.
+ */
+
+#include "crt/kelvin.h"
+#include "tflm/opt/opt.h"
+#include "tflm/opt/util.h"
+
+namespace kelvin::opt {
+void MulS8(const tflite::ArithmeticParams& params,
+           const tflite::RuntimeShape& input1_shape, const int8_t* input1_data,
+           const tflite::RuntimeShape& input2_shape, const int8_t* input2_data,
+           const tflite::RuntimeShape& output_shape, int8_t* output_data) {
+  const int32_t input1_offset = params.input1_offset;
+  const int32_t input2_offset = params.input2_offset;
+  const int32_t output_offset = params.output_offset;
+  const int32_t output_mult = params.output_multiplier;
+  const int32_t output_shift = params.output_shift;
+  const int32_t output_activation_min = params.quantized_activation_min;
+  const int32_t output_activation_max = params.quantized_activation_max;
+
+  const int block_size =
+      MatchingElementsSize(input1_shape, input2_shape, output_shape);
+
+  int blocks = block_size;
+
+  while (blocks >= 96) {
+    vld_b_lp_xx(v0, input1_data, 32);
+    vld_b_lp_xx(v8, input2_data, 32);
+
+    vaddw_h_vx(v2, v0, 0);
+    vaddw_h_vx(v10, v8, 0);
+    vaddw_w_vx(v4, v2, input1_offset);
+    vaddw_w_vx(v6, v3, input1_offset);
+    vaddw_w_vx(v12, v10, input2_offset);
+    vaddw_w_vx(v14, v11, input2_offset);
+
+    vld_b_lp_xx(v16, input1_data, 32);
+    vld_b_lp_xx(v24, input2_data, 32);
+
+    vaddw_h_vx(v18, v16, 0);
+    vaddw_h_vx(v26, v24, 0);
+    vaddw_w_vx(v20, v18, input1_offset);
+    vaddw_w_vx(v22, v19, input1_offset);
+    vaddw_w_vx(v28, v26, input2_offset);
+    vaddw_w_vx(v30, v27, input2_offset);
+
+    vld_b_lp_xx(v32, input1_data, 32);
+    vld_b_lp_xx(v40, input2_data, 32);
+
+    vaddw_h_vx(v34, v32, 0);
+    vaddw_h_vx(v42, v40, 0);
+    vaddw_w_vx(v36, v34, input1_offset);
+    vaddw_w_vx(v38, v35, input1_offset);
+    vaddw_w_vx(v44, v42, input2_offset);
+    vaddw_w_vx(v46, v43, input2_offset);
+
+    vmul_w_vv_m(v12, v4, v12);
+    vmul_w_vv_m(v28, v20, v28);
+    vmul_w_vv_m(v44, v36, v44);
+
+    vdmulh_w_r_vx_m(v12, v12, output_mult);
+    vdmulh_w_r_vx_m(v28, v28, output_mult);
+    vdmulh_w_r_vx_m(v44, v44, output_mult);
+    vsha_w_r_vx_m(v12, v12, -output_shift);
+    vsha_w_r_vx_m(v28, v28, -output_shift);
+    vsha_w_r_vx_m(v44, v44, -output_shift);
+    vadd_w_vx_m(v12, v12, output_offset);
+    vadd_w_vx_m(v28, v28, output_offset);
+    vadd_w_vx_m(v44, v44, output_offset);
+
+    vmin_w_vx_m(v12, v12, output_activation_max);
+    vmin_w_vx_m(v28, v28, output_activation_max);
+    vmin_w_vx_m(v44, v44, output_activation_max);
+    vmax_w_vx_m(v12, v12, output_activation_min);
+    vmax_w_vx_m(v28, v28, output_activation_min);
+    vmax_w_vx_m(v44, v44, output_activation_min);
+
+    vsraqs_b_vx(v12, v12, 0);
+    vst_b_lp_xx(v12, output_data, 32);
+    vsraqs_b_vx(v28, v28, 0);
+    vst_b_lp_xx(v28, output_data, 32);
+    vsraqs_b_vx(v44, v44, 0);
+    vst_b_lp_xx(v44, output_data, 32);
+
+    blocks -= 96;
+  }
+
+  while (blocks) {
+    int count = std::min(blocks, 32);
+    vld_b_lp_xx(v0, input1_data, count);
+    vld_b_lp_xx(v8, input2_data, count);
+
+    vaddw_h_vx(v2, v0, 0);
+    vaddw_h_vx(v10, v8, 0);
+    vaddw_w_vx(v4, v2, input1_offset);
+    vaddw_w_vx(v6, v3, input1_offset);
+    vaddw_w_vx(v12, v10, input2_offset);
+    vaddw_w_vx(v14, v11, input2_offset);
+
+    vmul_w_vv_m(v16, v4, v12);
+
+    rescale_m(v16, v16, output_mult, output_shift, output_offset);
+
+    vmin_w_vx_m(v16, v16, output_activation_max);
+    vmax_w_vx_m(v16, v16, output_activation_min);
+
+    vsraqs_b_vx(v16, v16, 0);
+    vst_b_lp_xx(v16, output_data, count);
+
+    blocks -= count;
+  }
+}
+
+}  // namespace kelvin::opt
diff --git a/tflm/opt/opt.h b/tflm/opt/opt.h
index e5169b2..91a0b89 100644
--- a/tflm/opt/opt.h
+++ b/tflm/opt/opt.h
@@ -105,6 +105,16 @@
                const tflite::RuntimeShape& input_shape,
                const int8_t* input_data,
                const tflite::RuntimeShape& output_shape, int8_t* output_data);
+void MulS8(const tflite::ArithmeticParams& params,
+           const tflite::RuntimeShape& input1_shape, const int8_t* input1_data,
+           const tflite::RuntimeShape& input2_shape, const int8_t* input2_data,
+           const tflite::RuntimeShape& output_shape, int8_t* output_data);
+void MulS16(const tflite::ArithmeticParams& params,
+            const tflite::RuntimeShape& input1_shape,
+            const int16_t* input1_data,
+            const tflite::RuntimeShape& input2_shape,
+            const int16_t* input2_data,
+            const tflite::RuntimeShape& output_shape, int16_t* output_data);
 void LogisticS8(int32_t input_zero_point, int32_t input_range_radius,
                 int32_t input_multiplier, int32_t input_left_shift,
                 int32_t input_size, const int8_t* input_data,