diff --git a/exla/lib/exla/executable.ex b/exla/lib/exla/executable.ex
index c3efaba2ae..e3494f60bf 100644
--- a/exla/lib/exla/executable.ex
+++ b/exla/lib/exla/executable.ex
@@ -11,8 +11,19 @@ defmodule EXLA.Executable do
 
   @doc """
   Runs the given executable with a list of lists as inputs and the given options.
+
+  Works across nodes.
   """
-  def run(%Executable{} = executable, [subinputs | _] = inputs, options \\ [])
+  def run(executable, inputs, options \\ [])
+
+  def run(%Executable{ref: ref, client: client} = executable, inputs, options)
+      when node(ref) != node() do
+    client
+    |> load(dump(executable))
+    |> run(inputs, options)
+  end
+
+  def run(%Executable{} = executable, [subinputs | _] = inputs, options)
       when is_list(subinputs) do
     %{client: client, device_id: device_id, output_typespecs: output_typespecs, ref: ref} =
       executable
@@ -25,17 +36,20 @@ defmodule EXLA.Executable do
   @doc """
   Dumps the executable to a data structure that can be serialized
   with `term_to_binary`.
+
+  Works across nodes.
   """
   # If you change this function, you must bump the version in EXLA.Defn.Disk.
   def dump(%Executable{
-        ref: executable,
+        ref: ref,
         output_typespecs: output_typespecs,
         num_replicas: num_replicas,
         num_partitions: num_partitions,
         device_id: device_id
-      }) do
+      })
+      when node(ref) == node() do
     serialized_exec =
-      executable
+      ref
       |> EXLA.NIF.serialize_executable()
       |> unwrap!()
       |> IO.iodata_to_binary()
@@ -49,6 +63,10 @@ defmodule EXLA.Executable do
     }
   end
 
+  def dump(%Executable{ref: ref} = executable) do
+    :erpc.call(node(ref), __MODULE__, :dump, [executable])
+  end
+
   @doc """
   Loads a previously dumped executable.
   """