diff --git a/backends/vulkan/runtime/graph/ComputeGraph.h b/backends/vulkan/runtime/graph/ComputeGraph.h
index 776f5e12ee..1253111150 100644
--- a/backends/vulkan/runtime/graph/ComputeGraph.h
+++ b/backends/vulkan/runtime/graph/ComputeGraph.h
@@ -154,6 +154,12 @@ class ComputeGraph final {
   ValueRef set_input_tensor(const ValueRef idx, const bool use_staging = true);
   ValueRef set_output_tensor(const ValueRef idx, const bool use_staging = true);
 
+  template <typename Block>
+  inline std::shared_ptr<api::UniformParamsBuffer> create_params_buffer(
+      const Block& data) {
+    return std::make_shared<api::UniformParamsBuffer>(context_.get(), data);
+  }
+
   /*
    * Convenience function to add an input tensor along with its staging buffer
    */
diff --git a/backends/vulkan/runtime/graph/ops/ExecuteNode.cpp b/backends/vulkan/runtime/graph/ops/ExecuteNode.cpp
index f6649fb19c..496a94238b 100644
--- a/backends/vulkan/runtime/graph/ops/ExecuteNode.cpp
+++ b/backends/vulkan/runtime/graph/ops/ExecuteNode.cpp
@@ -22,12 +22,12 @@ ExecuteNode::ExecuteNode(
     const api::utils::uvec3& global_workgroup_size,
     const api::utils::uvec3& local_workgroup_size,
     const std::vector<ArgGroup>& args,
-    api::UniformParamsBuffer&& params)
+    const std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params)
     : shader_(shader),
       global_workgroup_size_(global_workgroup_size),
       local_workgroup_size_(local_workgroup_size),
       args_(args),
-      params_(std::move(params)) {
+      params_(params) {
   graph.update_descriptor_counts(shader, /*execute = */ true);
 }
 
@@ -43,7 +43,7 @@ void ExecuteNode::encode(ComputeGraph* graph) {
   uint32_t idx = 0;
   idx = bind_values_to_descriptor_set(
       graph, args_, pipeline_barrier, descriptor_set, idx);
-  descriptor_set.bind(idx, params_.buffer());
+  bind_params_to_descriptor_set(params_, descriptor_set, idx);
 
   context->register_shader_dispatch(
       descriptor_set, pipeline_barrier, shader_, global_workgroup_size_);
diff --git a/backends/vulkan/runtime/graph/ops/ExecuteNode.h b/backends/vulkan/runtime/graph/ops/ExecuteNode.h
index 5bcad8fb80..5e3a1e003b 100644
--- a/backends/vulkan/runtime/graph/ops/ExecuteNode.h
+++ b/backends/vulkan/runtime/graph/ops/ExecuteNode.h
@@ -53,7 +53,7 @@ class ExecuteNode final {
       const api::utils::uvec3& global_workgroup_size,
       const api::utils::uvec3& local_workgroup_size,
       const std::vector<ArgGroup>& args,
-      api::UniformParamsBuffer&& params);
+      const std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params);
 
   ~ExecuteNode() = default;
 
@@ -64,9 +64,8 @@ class ExecuteNode final {
   const api::utils::uvec3 global_workgroup_size_;
   const api::utils::uvec3 local_workgroup_size_;
   const std::vector<ArgGroup> args_;
-  // TODO(T180906086): pass multiple buffers and index with ValueRef.
   // TODO(T180906457): allow re-computing param buffers.
-  api::UniformParamsBuffer params_;
+  std::vector<std::shared_ptr<api::UniformParamsBuffer>> params_;
 };
 
 } // namespace vulkan
diff --git a/backends/vulkan/runtime/graph/ops/PrepackNode.cpp b/backends/vulkan/runtime/graph/ops/PrepackNode.cpp
index 43ad64c942..c21c1447d9 100644
--- a/backends/vulkan/runtime/graph/ops/PrepackNode.cpp
+++ b/backends/vulkan/runtime/graph/ops/PrepackNode.cpp
@@ -24,13 +24,13 @@ PrepackNode::PrepackNode(
     const api::utils::uvec3& local_workgroup_size,
     const ValueRef tref,
     const ValueRef packed,
-    api::UniformParamsBuffer&& params)
+    const std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params)
     : shader_(shader),
       global_workgroup_size_(global_workgroup_size),
       local_workgroup_size_(local_workgroup_size),
       tref_(tref),
       packed_(packed),
-      params_(std::move(params)) {
+      params_(params) {
   graph.update_descriptor_counts(shader, /*execute = */ false);
 }
 
@@ -61,7 +61,7 @@ void PrepackNode::encode(ComputeGraph* graph) {
       descriptor_set,
       idx++);
   bind_staging_to_descriptor_set(staging, descriptor_set, idx++);
-  descriptor_set.bind(idx, params_.buffer());
+  bind_params_to_descriptor_set(params_, descriptor_set, idx);
 
   context->register_shader_dispatch(
       descriptor_set, pipeline_barrier, shader_, global_workgroup_size_);
diff --git a/backends/vulkan/runtime/graph/ops/PrepackNode.h b/backends/vulkan/runtime/graph/ops/PrepackNode.h
index 80465703da..7d8a8b4ce3 100644
--- a/backends/vulkan/runtime/graph/ops/PrepackNode.h
+++ b/backends/vulkan/runtime/graph/ops/PrepackNode.h
@@ -37,7 +37,7 @@ class PrepackNode final {
       const api::utils::uvec3& local_workgroup_size,
       const ValueRef tref,
       const ValueRef packed,
-      api::UniformParamsBuffer&& params);
+      const std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params);
 
   ~PrepackNode() = default;
 
@@ -49,9 +49,8 @@ class PrepackNode final {
   const api::utils::uvec3 local_workgroup_size_;
   const ValueRef tref_;
   const ValueRef packed_;
-  // TODO(T180906086): pass multiple buffers and index with ValueRef.
   // TODO(T180906457): allow re-computing param buffers.
-  api::UniformParamsBuffer params_;
+  std::vector<std::shared_ptr<api::UniformParamsBuffer>> params_;
 };
 
 } // namespace vulkan
diff --git a/backends/vulkan/runtime/graph/ops/impl/Arithmetic.cpp b/backends/vulkan/runtime/graph/ops/impl/Arithmetic.cpp
index 52cd04c492..453e290045 100644
--- a/backends/vulkan/runtime/graph/ops/impl/Arithmetic.cpp
+++ b/backends/vulkan/runtime/graph/ops/impl/Arithmetic.cpp
@@ -72,7 +72,6 @@ void add_arithmetic_node(
       get_size_as_ivec4(t_in2),
       alpha_val,
   };
-  api::UniformParamsBuffer params(graph.context(), block);
 
   graph.execute_nodes().emplace_back(new ExecuteNode(
       graph,
@@ -81,7 +80,7 @@ void add_arithmetic_node(
       local_size,
       {{out, api::MemoryAccessType::WRITE},
        {{arg1, arg2}, api::MemoryAccessType::READ}},
-      std::move(params)));
+      {graph.create_params_buffer(block)}));
 }
 
 REGISTER_OPERATORS {
diff --git a/backends/vulkan/runtime/graph/ops/impl/Staging.cpp b/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
index 349e000086..1659a030ff 100644
--- a/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
+++ b/backends/vulkan/runtime/graph/ops/impl/Staging.cpp
@@ -45,9 +45,6 @@ void add_staging_to_tensor_node(
   api::utils::uvec3 global_size = t_out.extents();
   api::utils::uvec3 local_size = adaptive_work_group_size(global_size);
 
-  api::UniformParamsBuffer params(
-      graph.context(), create_staging_params(t_out));
-
   graph.execute_nodes().emplace_back(new ExecuteNode(
       graph,
       shader,
@@ -55,7 +52,7 @@ void add_staging_to_tensor_node(
       local_size,
       {{out_tensor, api::MemoryAccessType::WRITE},
        {in_staging, api::MemoryAccessType::READ}},
-      std::move(params)));
+      {graph.create_params_buffer(create_staging_params(t_out))}));
 }
 
 void add_tensor_to_staging_node(
@@ -71,7 +68,6 @@ void add_tensor_to_staging_node(
   api::utils::uvec3 local_size = adaptive_work_group_size(global_size);
 
   StagingParams sp = create_staging_params(t_in);
-  api::UniformParamsBuffer params(graph.context(), sp);
 
   // TODO(T181194784): These are workgroup sizes for special cases. Refactor the
   // calculation of workgroup sizes to a standalone function. We should use
@@ -98,7 +94,7 @@ void add_tensor_to_staging_node(
       local_size,
       {{in_tensor, api::MemoryAccessType::READ},
        {out_staging, api::MemoryAccessType::WRITE}},
-      std::move(params)));
+      {graph.create_params_buffer(sp)}));
 }
 
 ValueRef prepack(ComputeGraph& graph, const ValueRef vref) {
@@ -112,10 +108,15 @@ ValueRef prepack(ComputeGraph& graph, const ValueRef vref) {
   api::utils::uvec3 local_size = adaptive_work_group_size(global_size);
 
   StagingParams sp = create_staging_params(t);
-  api::UniformParamsBuffer params(graph.context(), sp);
 
   graph.prepack_nodes().emplace_back(new PrepackNode(
-      graph, shader, global_size, local_size, vref, v, std::move(params)));
+      graph,
+      shader,
+      global_size,
+      local_size,
+      vref,
+      v,
+      {graph.create_params_buffer(sp)}));
 
   return v;
 }
diff --git a/backends/vulkan/runtime/graph/ops/utils/BindingUtils.cpp b/backends/vulkan/runtime/graph/ops/utils/BindingUtils.cpp
index 6e471167ec..6e1d9b3013 100644
--- a/backends/vulkan/runtime/graph/ops/utils/BindingUtils.cpp
+++ b/backends/vulkan/runtime/graph/ops/utils/BindingUtils.cpp
@@ -29,13 +29,6 @@ void bind_tensor_to_descriptor_set(
   }
 }
 
-void bind_staging_to_descriptor_set(
-    api::StorageBuffer& staging,
-    api::DescriptorSet& descriptor_set,
-    const uint32_t idx) {
-  descriptor_set.bind(idx, staging.buffer());
-}
-
 uint32_t bind_values_to_descriptor_set(
     ComputeGraph* graph,
     const std::vector<ArgGroup>& args,
@@ -63,6 +56,24 @@ uint32_t bind_values_to_descriptor_set(
   return idx;
 }
 
+uint32_t bind_params_to_descriptor_set(
+    std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params,
+    api::DescriptorSet& descriptor_set,
+    const uint32_t base_idx) {
+  uint32_t idx = base_idx;
+  for (auto& param : params) {
+    descriptor_set.bind(idx++, param->buffer());
+  }
+  return idx;
+}
+
+void bind_staging_to_descriptor_set(
+    api::StorageBuffer& staging,
+    api::DescriptorSet& descriptor_set,
+    const uint32_t idx) {
+  descriptor_set.bind(idx, staging.buffer());
+}
+
 } // namespace vulkan
 } // namespace native
 } // namespace at
diff --git a/backends/vulkan/runtime/graph/ops/utils/BindingUtils.h b/backends/vulkan/runtime/graph/ops/utils/BindingUtils.h
index 28649a1194..e8d508b791 100644
--- a/backends/vulkan/runtime/graph/ops/utils/BindingUtils.h
+++ b/backends/vulkan/runtime/graph/ops/utils/BindingUtils.h
@@ -16,6 +16,10 @@ namespace at {
 namespace native {
 namespace vulkan {
 
+//
+// For objects in the graph
+//
+
 void bind_tensor_to_descriptor_set(
     vTensor& tensor,
     api::PipelineBarrier& pipeline_barrier,
@@ -23,11 +27,6 @@ void bind_tensor_to_descriptor_set(
     api::DescriptorSet& descriptor_set,
     const uint32_t idx);
 
-void bind_staging_to_descriptor_set(
-    api::StorageBuffer& staging,
-    api::DescriptorSet& descriptor_set,
-    const uint32_t idx);
-
 uint32_t bind_values_to_descriptor_set(
     ComputeGraph* graph,
     const std::vector<ArgGroup>& args,
@@ -35,6 +34,20 @@ uint32_t bind_values_to_descriptor_set(
     api::DescriptorSet& descriptor_set,
     const uint32_t base_idx);
 
+//
+// For objects NOT in the graph
+//
+
+uint32_t bind_params_to_descriptor_set(
+    std::vector<std::shared_ptr<api::UniformParamsBuffer>>& params,
+    api::DescriptorSet& descriptor_set,
+    const uint32_t base_idx);
+
+void bind_staging_to_descriptor_set(
+    api::StorageBuffer& staging,
+    api::DescriptorSet& descriptor_set,
+    const uint32_t idx);
+
 } // namespace vulkan
 } // namespace native
 } // namespace at