Unveiling Homophily and Heterophily in Semi-supervised Node Classification with AMUD and ADPA

The authors aim to address the limitations of existing GNNs by introducing AMUD for directed topology modeling guidance and ADPA for digraph learning, achieving significant performance improvements.