diff --git a/src/backend/tensorflow/model.jl b/src/backend/tensorflow/model.jl
index b43ce003..62fe16a8 100644
--- a/src/backend/tensorflow/model.jl
+++ b/src/backend/tensorflow/model.jl
@@ -44,3 +44,10 @@ for f in :[back!, update!].args
     error($(string(f)) * " is not yet supported on TensorFlow models")
   end
 end
+
+# Recurrent Models
+
+using Flux: Stateful, SeqModel
+
+tf(m::Stateful) = Stateful(tf(m.model), m.istate, m.ostate)
+tf(m::SeqModel) = SeqModel(tf(m.model), m.steps)
diff --git a/test/backend/tensorflow.jl b/test/backend/tensorflow.jl
index f0f30cd0..35a97d7d 100644
--- a/test/backend/tensorflow.jl
+++ b/test/backend/tensorflow.jl
@@ -14,6 +14,13 @@ dt = tf(d)
   @test tf(@net x -> x[1].*x[2])(([1,2,3],[4,5,6])) == [4,10,18]
 end
 
+@testset "Recurrence" begin
+  seq = batchone(Seq(rand(10) for i = 1:3))
+  r = unroll(Recurrent(10, 5), 3)
+  rm = tf(r)
+  @test r(seq) ≈ rm(seq)
+end
+
 @testset "Tensor interface" begin
   sess = TensorFlow.Session()
   X = placeholder(Float32)