Cora

Findings

• IC-1440GCN, GAT, GraphSAGE, and SGC exhibit structure-dependent generalization in transductive node classification: test nodes with shorter paths to training nodes are classified more accurately [eval]
• IC-1441GCN exhibits structural unfairness in transductive node classification, with demographic parity and equal opportunity gaps between nodes connected to and disconnected from the training set [eval]