YihaoShang

KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks

Graph neural networks (GNNs) with attention mechanisms, often referred to as attentive GNNs, have emerged as a prominent paradigm in advanced GNN models in recent years. However, our understanding of the critical process of scoring neighbor nodes remains limited, leading to the underperformance of m…