Xinyi Gao

Norm Augmented Graph AutoEncoders for Link Prediction

2025 · arXiv (Cornell University)

Link Prediction (LP) is a crucial problem in graph-structured data. Graph Neural Networks (GNNs) have gained prominence in LP, with Graph AutoEncoders (GAEs) being a notable representation. However, our empirical findings reveal that GAEs' LP …

Progressive Stacking for Scalable Graph Condensation

2025

Large-scale graph data has demonstrated significant success in graph representation learning, but the associated high computational cost and inefficiency hinder its widespread adoption across diverse applications. Graph condensation has emerged as a promising solution to …