Sign and Basis Invariant Networks for Spectral Graph Representation Learning

Derek Lim, Joshua Robinson, Lingxiao Zhao +4

We introduce SignNet and BasisNet -- new neural architectures that are invariant to two key symmetries displayed by eigenvectors: (i) sign flips, since if $v$ is an eigenvector the…