diff --git a/GNNLux/src/layers/conv.jl b/GNNLux/src/layers/conv.jl
index 9a7259689..30564ae48 100644
--- a/GNNLux/src/layers/conv.jl
+++ b/GNNLux/src/layers/conv.jl
@@ -655,7 +655,7 @@ end
 function (l::MEGNetConv)(g, x, e, ps, st)
     ϕe = StatefulLuxLayer{true}(l.ϕe, ps.ϕe, _getstate(st, :ϕe))
     ϕv = StatefulLuxLayer{true}(l.ϕv, ps.ϕv, _getstate(st, :ϕv))    
-    m = (; ϕe, ϕv, l.aggr)
+    m = (; ϕe, ϕv, aggr=l.aggr)
     return GNNlib.megnet_conv(m, g, x, e), st
 end
 
diff --git a/GNNLux/test/layers/conv_tests.jl b/GNNLux/test/layers/conv_tests.jl
index ad1bc7a2b..ca1ed68d6 100644
--- a/GNNLux/test/layers/conv_tests.jl
+++ b/GNNLux/test/layers/conv_tests.jl
@@ -96,9 +96,6 @@
     """
 
     @testset "MEGNetConv" begin
-        in_dims = 6
-        out_dims = 8
-        
         l = MEGNetConv(in_dims => out_dims)
         
         ps = LuxCore.initialparameters(rng, l)
diff --git a/GNNlib/src/layers/conv.jl b/GNNlib/src/layers/conv.jl
index 50b5b34aa..4ad3a8768 100644
--- a/GNNlib/src/layers/conv.jl
+++ b/GNNlib/src/layers/conv.jl
@@ -355,18 +355,23 @@ end
 
 ####################### MegNetConv ######################################
 
-function megnet_conv(l, g::GNNGraph, x::AbstractMatrix, e::AbstractMatrix)
+function megnet_conv(l, g::GNNGraph, x::AbstractMatrix, e::Union{AbstractMatrix, Nothing}=nothing)
     check_num_nodes(g, x)
 
-    ē = apply_edges(g, xi = x, xj = x, e = e) do xi, xj, e
+    if isnothing(e)
+        num_edges = g.num_edges
+        e = zeros(eltype(x), 0, num_edges)  # Empty matrix with correct number of columns
+    end
+
+    ē = apply_edges(g, xi = x, xj = x, e = e) do xi, xj, e
         l.ϕe(vcat(xi, xj, e))
     end
 
-    xᵉ = aggregate_neighbors(g, l.aggr, ē)
+    xᵉ = aggregate_neighbors(g, l.aggr, ē)
 
     x̄ = l.ϕv(vcat(x, xᵉ))
 
-    return x̄, ē
+    return x̄, ē
 end
 
 ####################### GMMConv ######################################