Yutong Xia

Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

Graph Neural Networks (GNNs) have become the preferred tool to process graph data, with their efficacy being boosted through graph data augmentation techniques. Despite the evolution of augmentation methods, issues like graph property distortions and …