Yunyu Xiao

Semi-supervised Node Importance Estimation with Informative Distribution Modeling for Uncertainty Regularization

2025

Node importance estimation, a classical problem in network analysis, underpins various web applications. Previous methods either exploit intrinsic topological characteristics, e.g., graph centrality, or leverage additional information, e.g., data heterogeneity, for node feature enhancement. However, …