Revealing Combinatorial Reasoning of GNNs via Graph Concept Bottleneck Layer

Yue Niu, Zhaokai Sun, Jiayi Yang +5

Despite their success in various domains, the growing dependence on GNNs raises a critical concern about the nature of the combinatorial reasoning underlying their predictions, whi…