diff --git a/src/layers/conv.jl b/src/layers/conv.jl
index 04dbc442f..19c200e7a 100644
--- a/src/layers/conv.jl
+++ b/src/layers/conv.jl
@@ -808,10 +808,13 @@ Flux.trainable(l::GINConv) = (nn = l.nn,)
 
 GINConv(nn, ϵ; aggr = +) = GINConv(nn, ϵ, aggr)
 
-function (l::GINConv)(g::GNNGraph, x::AbstractMatrix)
+function (l::GINConv)(g::AbstractGNNGraph, x)
     check_num_nodes(g, x)
-    m = propagate(copy_xj, g, l.aggr, xj = x)
-    l.nn((1 + ofeltype(x, l.ϵ)) * x + m)
+    xj, xi = expand_srcdst(g, x) 
+ 
+    m = propagate(copy_xj, g, l.aggr, xj = xj)
+    
+    l.nn((1 .+ ofeltype(xi, l.ϵ)) .* xi .+ m)
 end
 
 function Base.show(io::IO, l::GINConv)
diff --git a/test/layers/heteroconv.jl b/test/layers/heteroconv.jl
index 8352ab85b..3d5f2c09c 100644
--- a/test/layers/heteroconv.jl
+++ b/test/layers/heteroconv.jl
@@ -125,6 +125,14 @@
         @test size(y.A) == (2, 2) && size(y.B) == (2, 3)
     end
 
+    @testset "GINConv" begin
+        x = (A = rand(4, 2), B = rand(4, 3))
+        layers = HeteroGraphConv((:A, :to, :B) => GINConv(Dense(4, 2), 0.4),
+                                    (:B, :to, :A) => GINConv(Dense(4, 2), 0.4));
+        y = layers(hg, x); 
+        @test size(y.A) == (2, 2) && size(y.B) == (2, 3)
+    end
+
     @testset "ResGatedGraphConv" begin   
         x = (A = rand(Float32, 4, 2), B = rand(Float32, 4, 3))
         layers = HeteroGraphConv((:A, :to, :B) => ResGatedGraphConv(4 => 2),