Yanheng Hou

HIAL: Towards Semantics-Aware Hypergraph Active Learning via Dual-Perspective Information Maximization

Hypergraph Neural Networks (HNNs) model high-order interactions effectively but rely on costly node annotations, motivating Hypergraph Active Learning (HAL). However, many HAL pipelines adapt graph-based querying through clique expansion, which introduces structural bias and can cause \emph{ranking …