Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing

Qingyun Sun, Jianxin Li, Haonan Yuan +5

Topology-imbalance is a graph-specific imbalance problem caused by the uneven topology positions of labeled nodes, which significantly damages the performance of GNNs. What topolog…