2 papers
cs.LG2025
Edged Weisfeiler-Lehman Algorithm
Xiao Yue, Bo Liu, Feng Zhang +1
As a classical approach on graph learning, the propagation-aggregation methodology is widely exploited by many of Graph Neural Networks (GNNs), wherein the representation of a node…
cs.LG2025
GIN-Graph: A Generative Interpretation Network for Model-Level Explanation of Graph Neural Networks
Xiao Yue, Guangzhi Qu, Lige Gan
One significant challenge of exploiting Graph neural networks (GNNs) in real-life scenarios is that they are always treated as black boxes, therefore leading to the requirement of…