Xiangmin Han

Hypergraph Foundation Model

2025 · IEEE Transactions on Pattern Analysis and Machine Intelligence

Hypergraph neural networks (HGNNs) effectively model complex high-order relationships in domains like protein interactions and social networks by connecting multiple vertices through hyperedges, enhancing modeling capabilities, and reducing information loss. Developing foundation models for hypergraphs …