Why spectral convolution is applied to a directed graph?

[Sunjysama]

The paper proposed a novel way of learning the weight matrix, however it seems that spectral convolution cannot be applied to a directed graph since the eigenvectors corresponding to the eigenvalues of a non-real symmetric matrix are not necessarily orthogonal.