diff --git a/src/backend/mxnet/graph.jl b/src/backend/mxnet/graph.jl
index ae7cc03a..18372f68 100644
--- a/src/backend/mxnet/graph.jl
+++ b/src/backend/mxnet/graph.jl
@@ -10,7 +10,7 @@ using Base: @get!
 using DataFlow: Constant, constant
 using DataFlow.Interpreter
 using DataFlow.Interpreter: Exception, totrace
-using Flux: mapt
+using Flux: mapt, broadcastto
 
 # TODO: implement Julia's type promotion rules
 
@@ -30,6 +30,7 @@ graph(::typeof(vec), xs) = reshape(xs, shape = (-1,))
 graph(::typeof(broadcast), ::typeof(+), args...) = mx.broadcast_plus(args...)
 graph(::typeof(broadcast), ::typeof(*), args...) = mx.broadcast_mul(args...)
 graph(::typeof(broadcast), ::typeof(-), args...) = mx.broadcast_sub(args...)
+graph(::typeof(broadcastto), xs, shape) = mx.broadcast_to(xs, shape = map(i -> i≤1?0:i, reverse(shape)))
 # Old broadcasters
 graph(::typeof(broadcast), ::typeof(exp), xs) = exp(xs)
 graph(::typeof(.+), args...) = mx.broadcast_plus(args...)